{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "1b544a83",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-02-24T04:40:50.381050Z",
     "start_time": "2022-02-24T04:40:44.515643Z"
    }
   },
   "outputs": [],
   "source": [
    "import tensorflow as tf"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "860c228f",
   "metadata": {},
   "source": [
    "# Tensorflow操作"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "89770a7b",
   "metadata": {},
   "source": [
    "## 张量和操作"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "491a81a6",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-02-24T06:20:36.404914Z",
     "start_time": "2022-02-24T06:20:36.386722Z"
    }
   },
   "outputs": [],
   "source": [
    "t = tf.constant([[1, 2, 3], \n",
    "                 [4, 5, 6]])  # 2*3矩阵，类似numpy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "7c81c79d",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-02-24T06:20:36.729880Z",
     "start_time": "2022-02-24T06:20:36.710868Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<tf.Tensor: shape=(), dtype=int32, numpy=42>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tf.constant(42) # 标量"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "73799517",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-02-24T06:21:24.287336Z",
     "start_time": "2022-02-24T06:21:24.268742Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<tf.Tensor: shape=(2, 2), dtype=int32, numpy=\n",
       "array([[2, 3],\n",
       "       [5, 6]])>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "t[:, 1:] # 索引类似numpy，先行后列"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "de675752",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-02-24T06:30:35.228702Z",
     "start_time": "2022-02-24T06:30:35.212368Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<tf.Tensor: shape=(2,), dtype=int32, numpy=array([2, 5])>"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "t[..., 1] # \"...\" 表示前（后）全部维度，即替换若干冒号"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "7985f522",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-02-24T06:31:49.000261Z",
     "start_time": "2022-02-24T06:31:48.979292Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<tf.Tensor: shape=(2, 1), dtype=int32, numpy=\n",
       "array([[2],\n",
       "       [5]])>"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "t[..., 1, tf.newaxis] # tf.newaxis增加新维度，放在右侧为增加一个列维度，放在左边增加一个行维度"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "323fcbe7",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-02-24T06:43:58.548207Z",
     "start_time": "2022-02-24T06:43:58.539330Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<tf.Tensor: shape=(2, 3), dtype=int32, numpy=\n",
       "array([[1, 2, 3],\n",
       "       [4, 5, 6]])>"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "t"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "16c3b65e",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-02-24T06:44:03.858086Z",
     "start_time": "2022-02-24T06:44:03.831359Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<tf.Tensor: shape=(2, 3), dtype=int32, numpy=\n",
       "array([[11, 12, 13],\n",
       "       [14, 15, 16]])>"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "t + 10"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "c2f4a4b7",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-02-24T06:51:26.030590Z",
     "start_time": "2022-02-24T06:51:26.018589Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<tf.Tensor: shape=(2, 3), dtype=int32, numpy=\n",
       "array([[ 1,  4,  9],\n",
       "       [16, 25, 36]])>"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tf.square(t) # 平方"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "69d88c0a",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-02-24T06:51:47.381341Z",
     "start_time": "2022-02-24T06:51:47.359536Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<tf.Tensor: shape=(3, 2), dtype=int32, numpy=\n",
       "array([[1, 4],\n",
       "       [2, 5],\n",
       "       [3, 6]])>"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tf.transpose(t) # 转置"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "87c2788f",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-02-24T06:52:42.349219Z",
     "start_time": "2022-02-24T06:52:42.327435Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<tf.Tensor: shape=(2, 2), dtype=int32, numpy=\n",
       "array([[14, 32],\n",
       "       [32, 77]])>"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "t @ tf.transpose(t) # 矩阵乘法"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "f2349119",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-02-24T06:57:38.267278Z",
     "start_time": "2022-02-24T06:57:38.253287Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<tf.Tensor: shape=(2, 2), dtype=int32, numpy=\n",
       "array([[14, 32],\n",
       "       [32, 77]])>"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tf.matmul(t, tf.transpose(t)) # 矩阵乘法"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "0cd7b468",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-02-24T06:56:22.925199Z",
     "start_time": "2022-02-24T06:56:22.899571Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<tf.Tensor: shape=(), dtype=int32, numpy=6>"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tf.reduce_max(t)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "2b51c070",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-02-24T06:57:12.885214Z",
     "start_time": "2022-02-24T06:57:12.873223Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<tf.Tensor: shape=(), dtype=int32, numpy=21>"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tf.reduce_sum(t)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ca47c558",
   "metadata": {},
   "source": [
    "## 张量与Numpy配合"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "927848d2",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-02-24T06:59:54.909240Z",
     "start_time": "2022-02-24T06:59:54.900797Z"
    }
   },
   "outputs": [],
   "source": [
    "import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "fb56dbfa",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-02-24T06:59:55.174090Z",
     "start_time": "2022-02-24T06:59:55.171600Z"
    }
   },
   "outputs": [],
   "source": [
    "a = np.array([2, 4, 5])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "67571224",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-02-24T07:00:13.910073Z",
     "start_time": "2022-02-24T07:00:13.901545Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<tf.Tensor: shape=(3,), dtype=int32, numpy=array([2, 4, 5])>"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tf.constant(a)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "118d65f8",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-02-24T07:00:28.374355Z",
     "start_time": "2022-02-24T07:00:28.355549Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[1, 2, 3],\n",
       "       [4, 5, 6]])"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "t.numpy()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "f987b4dd",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-02-24T07:00:41.733933Z",
     "start_time": "2022-02-24T07:00:41.720789Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<tf.Tensor: shape=(2, 3), dtype=int32, numpy=\n",
       "array([[ 1,  4,  9],\n",
       "       [16, 25, 36]])>"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tf.square(t)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "9b4c5b8e",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-02-24T07:00:51.229997Z",
     "start_time": "2022-02-24T07:00:51.215696Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[ 1,  4,  9],\n",
       "       [16, 25, 36]], dtype=int32)"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.square(t)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "aa32b81b",
   "metadata": {},
   "source": [
    "## 类型转换"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "38d80eae",
   "metadata": {},
   "source": [
    "必须要注意数据类型，比如浮点张量不能和整数张量相加，不能相加32位浮点张量和64位浮点张量。\n",
    "\n",
    "tensorflow默认使用32位精度，Numpy默认64位"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "id": "c930ad1d",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-02-24T07:11:45.431373Z",
     "start_time": "2022-02-24T07:11:45.398971Z"
    }
   },
   "outputs": [
    {
     "ename": "InvalidArgumentError",
     "evalue": "cannot compute AddV2 as input #1(zero-based) was expected to be a float tensor but is a int32 tensor [Op:AddV2]",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mInvalidArgumentError\u001b[0m                      Traceback (most recent call last)",
      "\u001b[1;32m~\\AppData\\Local\\Temp/ipykernel_17380/2129067455.py\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mtf\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mconstant\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;36m2.\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;33m+\u001b[0m \u001b[0mtf\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mconstant\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;36m40\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;31m# 报错\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[1;32mD:\\anaconda3\\lib\\site-packages\\tensorflow\\python\\util\\traceback_utils.py\u001b[0m in \u001b[0;36merror_handler\u001b[1;34m(*args, **kwargs)\u001b[0m\n\u001b[0;32m    151\u001b[0m     \u001b[1;32mexcept\u001b[0m \u001b[0mException\u001b[0m \u001b[1;32mas\u001b[0m \u001b[0me\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    152\u001b[0m       \u001b[0mfiltered_tb\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0m_process_traceback_frames\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0me\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m__traceback__\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 153\u001b[1;33m       \u001b[1;32mraise\u001b[0m \u001b[0me\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mwith_traceback\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mfiltered_tb\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;32mfrom\u001b[0m \u001b[1;32mNone\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    154\u001b[0m     \u001b[1;32mfinally\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    155\u001b[0m       \u001b[1;32mdel\u001b[0m \u001b[0mfiltered_tb\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32mD:\\anaconda3\\lib\\site-packages\\tensorflow\\python\\framework\\ops.py\u001b[0m in \u001b[0;36mraise_from_not_ok_status\u001b[1;34m(e, name)\u001b[0m\n\u001b[0;32m   7184\u001b[0m \u001b[1;32mdef\u001b[0m \u001b[0mraise_from_not_ok_status\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0me\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mname\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   7185\u001b[0m   \u001b[0me\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mmessage\u001b[0m \u001b[1;33m+=\u001b[0m \u001b[1;33m(\u001b[0m\u001b[1;34m\" name: \"\u001b[0m \u001b[1;33m+\u001b[0m \u001b[0mname\u001b[0m \u001b[1;32mif\u001b[0m \u001b[0mname\u001b[0m \u001b[1;32mis\u001b[0m \u001b[1;32mnot\u001b[0m \u001b[1;32mNone\u001b[0m \u001b[1;32melse\u001b[0m \u001b[1;34m\"\"\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 7186\u001b[1;33m   \u001b[1;32mraise\u001b[0m \u001b[0mcore\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_status_to_exception\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0me\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;32mfrom\u001b[0m \u001b[1;32mNone\u001b[0m  \u001b[1;31m# pylint: disable=protected-access\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   7187\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   7188\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;31mInvalidArgumentError\u001b[0m: cannot compute AddV2 as input #1(zero-based) was expected to be a float tensor but is a int32 tensor [Op:AddV2]"
     ]
    }
   ],
   "source": [
    "tf.constant(2.) + tf.constant(40) # 报错"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "id": "34681979",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-02-24T07:11:45.711397Z",
     "start_time": "2022-02-24T07:11:45.694385Z"
    }
   },
   "outputs": [],
   "source": [
    "t2 = tf.constant(40, dtype=tf.float64)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "id": "b8f26ac3",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-02-24T07:11:46.147579Z",
     "start_time": "2022-02-24T07:11:46.133426Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<tf.Tensor: shape=(), dtype=float32, numpy=42.0>"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tf.constant(2.0) + tf.cast(t2, tf.float32) # tf.cast() 转换类型"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0e3a35c7",
   "metadata": {},
   "source": [
    "## 变量\n",
    "\n",
    "tf.Tensor 自身值是不变的，tf.Variable则可以变化"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "id": "01e5a1a2",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-02-24T07:17:45.197451Z",
     "start_time": "2022-02-24T07:17:45.163293Z"
    }
   },
   "outputs": [],
   "source": [
    "v = tf.Variable([[1., 2., 3.],[4., 5., 6.]])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "id": "70d1bbb4",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-02-24T07:17:45.896852Z",
     "start_time": "2022-02-24T07:17:45.872929Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<tf.Variable 'Variable:0' shape=(2, 3) dtype=float32, numpy=\n",
       "array([[1., 2., 3.],\n",
       "       [4., 5., 6.]], dtype=float32)>"
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "v"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "id": "b4b1a0a6",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-02-24T07:19:30.543182Z",
     "start_time": "2022-02-24T07:19:30.529174Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<tf.Variable 'UnreadVariable' shape=(2, 3) dtype=float32, numpy=\n",
       "array([[ 4.,  8., 12.],\n",
       "       [16., 20., 24.]], dtype=float32)>"
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "v.assign(2 * v) # 分配值"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "id": "da45528e",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-02-24T07:19:53.548728Z",
     "start_time": "2022-02-24T07:19:53.526568Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<tf.Variable 'UnreadVariable' shape=(2, 3) dtype=float32, numpy=\n",
       "array([[ 4., 42., 12.],\n",
       "       [16., 20., 24.]], dtype=float32)>"
      ]
     },
     "execution_count": 52,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "v[0, 1].assign(42) # 指定位置重新分配值"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "id": "a066c67d",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-02-24T08:23:23.695218Z",
     "start_time": "2022-02-24T08:23:23.676405Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<tf.Variable 'UnreadVariable' shape=(2, 3) dtype=float32, numpy=\n",
       "array([[100.,  42.,  12.],\n",
       "       [ 16.,  20., 200.]], dtype=float32)>"
      ]
     },
     "execution_count": 57,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "v.scatter_nd_update(indices=[[0, 0], [1, 2]], updates=[100., 200.]) # 指定位置和更新值"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "634cbc76",
   "metadata": {},
   "source": [
    "## 其他数据结构\n",
    "\n",
    "书337"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2ae25fa2",
   "metadata": {},
   "source": [
    "# 定制模型和训练算法"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "296106db",
   "metadata": {},
   "source": [
    "## 自定义损失函数"
   ]
  },
  {
   "attachments": {
    "image-2.png": {
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"
    },
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"
    }
   },
   "cell_type": "markdown",
   "id": "ece865c3",
   "metadata": {},
   "source": [
    "Huber损失——平滑平均绝对误差，替代MSE\n",
    "\n",
    "![image.png](attachment:image.png)\n",
    "\n",
    "![image-2.png](attachment:image-2.png)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "id": "fbecc8ce",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-02-24T08:41:46.272369Z",
     "start_time": "2022-02-24T08:41:46.263370Z"
    }
   },
   "outputs": [],
   "source": [
    "from tensorflow import keras"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "id": "b5ab8c07",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-02-24T08:44:52.694241Z",
     "start_time": "2022-02-24T08:44:52.670711Z"
    }
   },
   "outputs": [],
   "source": [
    "# 提取数据\n",
    "from sklearn.datasets import fetch_california_housing\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.preprocessing import StandardScaler\n",
    "\n",
    "housing = fetch_california_housing()\n",
    "X_train_full, X_test, y_train_full, y_test = train_test_split(\n",
    "    housing.data, housing.target.reshape(-1, 1), random_state=42)\n",
    "X_train, X_valid, y_train, y_valid = train_test_split(\n",
    "    X_train_full, y_train_full, random_state=42)\n",
    "\n",
    "scaler = StandardScaler()\n",
    "X_train_scaled = scaler.fit_transform(X_train)\n",
    "X_valid_scaled = scaler.transform(X_valid)\n",
    "X_test_scaled = scaler.transform(X_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "id": "1d4ce8e5",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-02-24T08:45:03.526420Z",
     "start_time": "2022-02-24T08:45:03.492392Z"
    }
   },
   "outputs": [],
   "source": [
    "input_shape = X_train.shape[1:]\n",
    "\n",
    "model = keras.models.Sequential([\n",
    "    keras.layers.Dense(30, activation=\"selu\", kernel_initializer=\"lecun_normal\",\n",
    "                       input_shape=input_shape),\n",
    "    keras.layers.Dense(1),\n",
    "])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "6abada87",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-02-24T08:41:46.082860Z",
     "start_time": "2022-02-24T08:41:46.072648Z"
    }
   },
   "outputs": [],
   "source": [
    "def create_huber(threshold=1.0):\n",
    "    def huber_fn(y_true, y_pred):\n",
    "        error = y_true - y_pred\n",
    "        is_small_error = tf.abs(error) < threshold\n",
    "        squared_loss = tf.square(error) / 2\n",
    "        linear_loss  = threshold * tf.abs(error) - threshold**2 / 2\n",
    "        return tf.where(is_small_error, squared_loss, linear_loss)\n",
    "    return huber_fn"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "id": "4ac8da59",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-02-24T08:45:04.037980Z",
     "start_time": "2022-02-24T08:45:04.030982Z"
    }
   },
   "outputs": [],
   "source": [
    "model.compile(loss=create_huber(2), optimizer='nadam')  # 指定自定义的损失函数 create_huber()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "id": "45252388",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-02-24T08:45:12.892464Z",
     "start_time": "2022-02-24T08:45:11.918003Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 1/2\n",
      "363/363 [==============================] - 1s 846us/step - loss: 0.7910 - val_loss: 0.4718\n",
      "Epoch 2/2\n",
      "363/363 [==============================] - 0s 657us/step - loss: 0.2530 - val_loss: 0.3770\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<keras.callbacks.History at 0x201da19dee0>"
      ]
     },
     "execution_count": 78,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model.fit(X_train_scaled, y_train, epochs=2,\n",
    "          validation_data=(X_valid_scaled, y_valid))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "36fe399f",
   "metadata": {},
   "source": [
    "## 保存加载包含自定义组件的模型"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "id": "4bfabf47",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-02-24T09:11:24.276956Z",
     "start_time": "2022-02-24T09:11:24.226241Z"
    }
   },
   "outputs": [],
   "source": [
    "model.save(r\"model\\my_model_with_a_custom_loss_threshold_2.h5\")\n",
    "# 直接保存不会保存损失函数的阈值\n",
    "model = keras.models.load_model(r\"model\\my_model_with_a_custom_loss_threshold_2.h5\",\n",
    "                                custom_objects={\"huber_fn\": create_huber(2.0)})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "a6b73f32",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-02-24T09:15:14.635322Z",
     "start_time": "2022-02-24T09:15:14.625316Z"
    }
   },
   "outputs": [],
   "source": [
    "# 通过创建keras.losses.Loss类的子类，然后实现get_config()方法来保存参数\n",
    "class HuberLoss(keras.losses.Loss):\n",
    "    def __init__(self, threshold=1.0, **kwargs):\n",
    "        self.threshold = threshold\n",
    "        super().__init__(**kwargs)\n",
    "    def call(self, y_true, y_pred):\n",
    "        error = y_true - y_pred\n",
    "        is_small_error = tf.abs(error) < self.threshold\n",
    "        squared_loss = tf.square(error) / 2\n",
    "        linear_loss = self.threshold * tf.abs(error) - self.threshold**2 / 2\n",
    "        return tf.where(is_small_error, squared_loss, linear_loss)\n",
    "    def get_config(self):\n",
    "        base_config = super().get_config() # 继承keras.losses.Loss的get_config()方法来保存参数\n",
    "        return {**base_config, 'threshold': self.threshold}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "2a363e90",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-02-24T09:15:14.853784Z",
     "start_time": "2022-02-24T09:15:14.845783Z"
    }
   },
   "outputs": [],
   "source": [
    "model.compile(loss=HuberLoss(2.), optimizer='nadam')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 93,
   "id": "cf8a56f9",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-02-24T09:16:34.376211Z",
     "start_time": "2022-02-24T09:16:34.360211Z"
    }
   },
   "outputs": [],
   "source": [
    "model.save(r\"model\\my_model_with_a_custom_loss_threshold_2.h5\")\n",
    "# 保存模型时，keras调用损失实例的get_config()方法，并将配置JSON格式保存到HDF5文件中，加载模型时将参数传递给函数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "8c172f34",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-02-24T09:16:34.580495Z",
     "start_time": "2022-02-24T09:16:34.553324Z"
    }
   },
   "outputs": [],
   "source": [
    "model = keras.models.load_model(r\"model\\my_model_with_a_custom_loss_threshold_2.h5\",\n",
    "                               custom_objects={'HuberLoss': HuberLoss})\n",
    "# 无需再指定阈值"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "751a8645-2a5d-46a6-9300-ddd03b0e84f7",
   "metadata": {},
   "source": [
    "## 自定义激活函数、初始化、正则化和约束"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "cb740b1d-df0f-43e5-8612-93b2d91fd0f0",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-02-27T09:16:41.186937Z",
     "start_time": "2022-02-27T09:16:34.579924Z"
    }
   },
   "outputs": [],
   "source": [
    "import tensorflow as tf\n",
    "from tensorflow import keras"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "6e01e04e-0d49-4ce1-8e4e-7dc2c895c4fa",
   "metadata": {},
   "outputs": [],
   "source": [
    "def my_softplus(z): # 相当于tf.nn.softplus(z)\n",
    "    return tf.math.log(tf.exp(z) + 1.0)\n",
    "\n",
    "def my_glorot_initializer(shape, dtype=tf.float32):  # 相当于glorot_initializer(shape)\n",
    "    stddev = tf.sqrt(2. / (shape[0] + shape[1]))\n",
    "    return tf.random.normal(shape, stddev=stddev, dtype=dtype)\n",
    "\n",
    "def my_l1_regularizer(weights):\n",
    "    return tf.reduce_sum(tf.abs(0.01 * weight))\n",
    "\n",
    "def my_positive_weights(weights): # 相当于tf.nn.relu(weights)，约束权重大于0\n",
    "    return tf.where(weights < 0., tf.zeros_like(weights), weights)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "2aed24d6-4d63-47bb-90df-26e862d92c22",
   "metadata": {},
   "outputs": [],
   "source": [
    "layer = keras.layers.Dense(30, activation=my_softplus,\n",
    "                          kernel_initializer=my_glorot_initializer,\n",
    "                          kernel_regularizer=my_l1_regularizer,\n",
    "                          kernel_constraint=my_positive_weights)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "e54ba886-ff7c-4b3e-99de-47823faea685",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 保存正则化参数的l1正则化的简单类\n",
    "class MyL1Regularizer(keras.regularizers.Regularizer):\n",
    "    def __init__(self, factor):\n",
    "        self.factor = factor\n",
    "    def __call__(self, weights):\n",
    "        return tf.reduce_sum(tf.abs(self.factor * weights))\n",
    "    def get_config(self):  # 不用调用父类构造函数\n",
    "        return {'factor': self.factor}"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bd0a062a-f52d-4e5c-ad6d-1a70b93523e2",
   "metadata": {},
   "source": [
    "> 必须为损失、层（包括激活函数）和模型实现call()方法，或者为正则化、初始化和约束实现__call__()方法，对于指标则情况不同。"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "04d04c27-3fc5-4239-a9cb-77034e5d8f2d",
   "metadata": {},
   "source": [
    "##  自定义指标"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fe48f002-8c4f-4f77-87fe-ec244049ed65",
   "metadata": {},
   "source": [
    "损失（如交叉熵）被梯度下降用来训练模型，因此他们必须是可微的（至少在求值的地方），并且梯度在任何地方都不应为0，另外损失如果不容易被人类理解也没有问题。\n",
    "\n",
    "相反，指标（如准确率）用于评估模型，他们必须更容易被解释，并且可以是不可微的或在各处具有0梯度。\n",
    "\n",
    "大多数情况下，定义一个自定义指标函数与定义一个自定义损失函数完全相同，实际上，我们甚至可以将之前创建的Huber损失函数用作指标（但是建议用MSE或MAE）。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "0be3a20c-019d-436a-84f6-744e9b35cd1a",
   "metadata": {},
   "outputs": [],
   "source": [
    "model.compile(loss='mse', optimizer='nadam', metrics=[create_huber(2.0)])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "4d3225a6-a46e-465a-97dc-be328fea63b3",
   "metadata": {},
   "outputs": [],
   "source": [
    "# keras.metrics.Precision类可以跟踪真正的数量和假正的数量\n",
    "precision = keras.metrics.Precision()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "b0fc24ff-476c-4bef-878c-ade00b9adb9f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<tf.Tensor: shape=(), dtype=float32, numpy=0.8>"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "precision([0, 1, 1, 1, 0, 1, 0, 1], [1, 1, 0, 1, 0, 1, 0, 1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "7a66b229-b34a-4f54-b7de-6d4f0fd4d014",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<tf.Tensor: shape=(), dtype=float32, numpy=0.8>"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 可以调用result()方法来获取指标的当前值，可以使用variables属性查看其变量，并且可以使用reset_states()方法重置这些变量\n",
    "precision.result()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "a5e57f9a-c743-4314-a896-af76ab5123f8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<tf.Variable 'true_positives:0' shape=(1,) dtype=float32, numpy=array([4.], dtype=float32)>,\n",
       " <tf.Variable 'false_positives:0' shape=(1,) dtype=float32, numpy=array([1.], dtype=float32)>]"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "precision.variables"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "ea6bb4ac-86a4-4ee4-8f25-9f90d9b9de69",
   "metadata": {},
   "outputs": [],
   "source": [
    "precision.reset_states() # 变量重新设为0"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "18b7b181-819e-4c34-aee7-9ad619005e2e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<tf.Variable 'true_positives:0' shape=(1,) dtype=float32, numpy=array([0.], dtype=float32)>,\n",
       " <tf.Variable 'false_positives:0' shape=(1,) dtype=float32, numpy=array([0.], dtype=float32)>]"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "precision.variables"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "a049ec59-aeb0-4739-8743-e3c3808e4a38",
   "metadata": {},
   "outputs": [],
   "source": [
    "class HuberMetric(keras.metrics.Metric):\n",
    "    def __init__(self, threshold=1.0, **kwargs):\n",
    "        super().__init__(**kwargs) # 处理接收基本参数 (e.g., dtype)\n",
    "        self.threshold = threshold\n",
    "        self.huber_fn = create_huber(threshold)\n",
    "        self.total = self.add_weight(\"total\", initializer=\"zeros\") # 用于跟踪所有Huber损失的总和\n",
    "        self.count = self.add_weight(\"count\", initializer=\"zeros\") # 用于跟踪目前的实例数\n",
    "    def update_state(self, y_true, y_pred, sample_weight=None): # 用于更新变量\n",
    "        metric = self.huber_fn(y_true, y_pred) # 更新度量指标\n",
    "        self.total.assign_add(tf.reduce_sum(metric)) # 更新损失的总和\n",
    "        self.count.assign_add(tf.cast(tf.size(y_true), tf.float32)) # 更新实例数，tf.cast()于转换数据类型\n",
    "    def result(self):\n",
    "        return self.total / self.count # 计算返回最终结果\n",
    "    def get_config(self): # 确保threshold与模型一起被保存\n",
    "        base_config = super().get_config()\n",
    "        return {**base_config, \"threshold\": self.threshold}"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6365704e-6062-43cf-a196-556bc4f3bf5e",
   "metadata": {},
   "source": [
    "## 自定义层"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "bbcf9ed2",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-03-03T06:50:21.580799Z",
     "start_time": "2022-03-03T06:50:21.570791Z"
    }
   },
   "outputs": [],
   "source": [
    "import tensorflow as tf\n",
    "from tensorflow import keras\n",
    "import numpy as np"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3f88f83e",
   "metadata": {},
   "source": [
    "### 单输入、单输出"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "33462e62-e660-467c-a127-bc1efba80664",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-03-03T04:42:26.946923Z",
     "start_time": "2022-03-03T04:42:26.934923Z"
    }
   },
   "outputs": [],
   "source": [
    "class MyDense(keras.layers.Layer):\n",
    "    def __init__(self, units, activation=None, **kwargs):\n",
    "        super().__init__(**kwargs)\n",
    "        self.units = units # 神经元个数\n",
    "        self.activation = keras.activation.get(activation) # 传入激活函数名称，'relu'等\n",
    "    def build(self, batch_input_shape):\n",
    "        self.kernel = self.add_weight( # 创建层的变量\n",
    "            name='kernel', shape=[batch_input_shape[-1], self.units],\n",
    "            initializer='glorot_normal')\n",
    "        self.bias = self.add_weight( # 创建偏置项\n",
    "            name='bias', shape=[self.units], initializer='zeros')\n",
    "        super().build(batch_input_shape) # 最后调用父类built()，执行创建层命令（必要）\n",
    "    def call(self, X):\n",
    "        return self.activation(X @ self.kernel + self.bias) \n",
    "        # call()方法执行所需的操作，此时计算X与层内核的矩阵乘积并加上偏置项，对结果应用激活函数，获得层的输出\n",
    "    def compute_output_shape(self, batch_input_shape): \n",
    "        # 返回该层输出的形状，最后一个维度背替换为该层神经元数量，有时可以省略\n",
    "        return tf.TensorShape(batch_input_shape.as_list()[:-1] + [self.units])\n",
    "    def get_config(self):\n",
    "        base_config = super().get_config()\n",
    "        return {**base_config, 'units':self.units, # 保存其他参数（**base_config）加上两个自定义需要的参数\n",
    "                'activation':keras.activations.serialize(self.activation)}"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "12f0532b",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-03-03T03:58:25.004077Z",
     "start_time": "2022-03-03T03:58:24.984022Z"
    }
   },
   "source": [
    "### 多输入、多输出"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bad0b61e",
   "metadata": {},
   "source": [
    "Concatenate层一般是多输入或输出，因此在call()和compute_output_shape()应该有对应数量的输入、输出"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "37e6c944",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-03-03T04:42:28.208722Z",
     "start_time": "2022-03-03T04:42:28.202723Z"
    }
   },
   "outputs": [],
   "source": [
    "class MyMultiLayer(keras.layers.Layer):\n",
    "    def call(self, X):\n",
    "        X1, X2 = X\n",
    "        return [X1 + X2, X1 * X2, X1 / X2] # 三个输出\n",
    "    def compute_output_shape(self, batch_input_shape):\n",
    "        b1, b2 = batch_input_shape\n",
    "        return [b1, b1, b1] # 三个输出形状"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a15c6881",
   "metadata": {},
   "source": [
    "### 测试和训练期间行为不同的层"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "39471326",
   "metadata": {},
   "source": [
    "创建一个训练期间添加高斯噪声（正则化）但在测试期间不执行任何操作的层\n",
    "\n",
    "> keras.layers.GaussianNoise 功能相同"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "3c0db689",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-03-03T04:52:00.571208Z",
     "start_time": "2022-03-03T04:52:00.558109Z"
    }
   },
   "outputs": [],
   "source": [
    "class MyGaussianNoise(keras.layers.Layer):\n",
    "    def __init__(self, stddev, **kwargs):\n",
    "        super().__init__(**kwargs)\n",
    "        self.stddev = stddev\n",
    "    def call(self, X, training=None): # training=None 不训练时不加入噪音\n",
    "        if training:\n",
    "            noise = tf.random.normal(tf.shape(X), stddev=self.stddev)\n",
    "            return X + noise\n",
    "        else:\n",
    "            return X\n",
    "    def compute_output_shape(self, batch_input_shape):\n",
    "        return batch_input_shape"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f86d4f95",
   "metadata": {},
   "source": [
    "## 自定义模型"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d45525de",
   "metadata": {},
   "source": [
    "加利福尼亚房价回归任务"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "e5a06e60",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-03-03T06:52:36.424379Z",
     "start_time": "2022-03-03T06:52:35.983265Z"
    }
   },
   "outputs": [],
   "source": [
    "from sklearn.datasets import fetch_california_housing\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.preprocessing import StandardScaler\n",
    "\n",
    "housing = fetch_california_housing()\n",
    "X_train_full, X_test, y_train_full, y_test = train_test_split(\n",
    "    housing.data, housing.target.reshape(-1, 1), random_state=42)\n",
    "X_train, X_valid, y_train, y_valid = train_test_split(\n",
    "    X_train_full, y_train_full, random_state=42)\n",
    "\n",
    "scaler = StandardScaler()\n",
    "X_train_scaled = scaler.fit_transform(X_train)\n",
    "X_valid_scaled = scaler.transform(X_valid)\n",
    "X_test_scaled = scaler.transform(X_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "adfe780f",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-03-03T06:53:29.951359Z",
     "start_time": "2022-03-03T06:53:29.928349Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "((11610, 4), (11610, 4))"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "def split_data(data):\n",
    "    columns_count = data.shape[-1]\n",
    "    half = columns_count // 2\n",
    "    return data[:, :half], data[:, half:]\n",
    "\n",
    "X_train_scaled_A, X_train_scaled_B = split_data(X_train_scaled)\n",
    "X_valid_scaled_A, X_valid_scaled_B = split_data(X_valid_scaled)\n",
    "X_test_scaled_A, X_test_scaled_B = split_data(X_test_scaled)\n",
    "\n",
    "# Printing the splitted data shapes\n",
    "X_train_scaled_A.shape, X_train_scaled_B.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "37cefdd7",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-03-03T06:53:54.265281Z",
     "start_time": "2022-03-03T06:53:54.251282Z"
    }
   },
   "outputs": [],
   "source": [
    "X_new_scaled = X_test_scaled"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7b4dd57d",
   "metadata": {},
   "source": [
    "该模型没有什么意义，只是作为示例"
   ]
  },
  {
   "attachments": {
    "image-2.png": {
     "image/png": 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ZBx+GYQCsUuo7S/wevM+gUQEpTd2UMaKuuggwolZkRyPPuo8E66NWbawchpTEzZA2dirFA4bRNTdb2HKnYZFIU+ptL55BAGgj70mAApSiDh+MiI4aGApEGcRshZbCnc6njUkWbS9QeTKXSnnLSI4EUwV2bIm0w/u3igj2tWlMopittCATcb4HLTgA3mr3wG8PMQNW7Fpk4nWXEbquqifMkPPeDHEpPQ017zAYiZvNI9LZwptZjMBE4r4XjAyXPxz3vevAXEzZES6dUSnwXiflXvWJ9+u161aG6hutZRJZLOfjcWHdC8/7xno9gUyYV5SEY90S2zGHOZIab14BRHjV+r3WXcCn7FUxeVkpOuA9mFDdFXnHfqavWbiiSepz1zXxgx98H2aJX/u1X8W/+Tf/Bve98JM/+ZP49ptvi9Ey4MuXz/j93/99fP78LX7wwx/i8bi63q1qNGtNr+vCQKVpQb3QfZ56eF1X1Y3y854byN80Ri9+//CBybTrih20LKtMvYxvg5/c++nu+PS4WCNbTJp71WplLLhFyWYkli34mADrGNe6CXaYkvEC2iuKNc9MDHOse+Gbb75FAvj+D36AyysFLBtR93Konzt8jtKR2KzNisDnL88qjxijMoxkpwRc0qpusjMKCirGhGViGNm9OSodTt0sAHbTIZU+yN4MnxiX42baKAx4ZcC0uL7LdxRwG52T0XuVvowuB7LIkmsrIJvBEpM05Fr9WaOeA4bgfpslS08qcDpToqe9gRgtUyBhbRMFqov5BjwGzAft6S7/UTAmgMAc1pt9cd0nQU18lTatPd5OsPWMDjtXwB3wYZ1x0jredwVYptIp1teDGrpSNnf1T2eEUhmSDYYXmcZORYqhla0h20j3WCAoJavZQYWZI0Yg7xu5FtZ6bZs4BPQMsErTSo+3vxKQUNnDxPQbYDlFrJt7+VWWwMTKGkHUrql9e9FNCXdF6nt2+dP4qiawa9gzgXSM6f1eo5JmBx0KagQcvUmrJJDSvlcWjuUTuY6Sjtj35A6zwgABlUcdQNzrGnM+SLIAk9gkeM37rr3/+PigPapnXR1cLQAuHNrBRd1zyYX2rtbjCGBFVLW9KvbOjAEZn7UCv4NdV6q7yw5Y+uOH7xkTeT+RsXDNi2TW7pEAa1sF1CvFTj3GXTjFZDq9CcVsO1+BwyyWDZtaovshoYG1ojdDb+p6q68kqwCi83OLkQTBCaMTpRvND4DWxc9VM1R24DBiAfikAoWiNzkIFfsymkXRw2KHTpYrs9iDbEH8+iVjeURAYDr1KxB3mKz3b/jaoL29n39OrbJkp55hmrNW02no8i3SAnYU19/Z+7b/rvvV+4vxQhcdNxtm74ak7PkGllW0svdXLGDirFUqptSWIsqTFVBKh0p9OJuTjTiL+9fr1cCoHBaNWEQxhUfK3MwqLfN6IVeUsZrF+oJOvUDCgphPMSOVLqMMjgIX08jMZnYKbzjrAFFBkBpwruvq+httgR2GYK9rsQBujut6wAz4j7/xH/Grv/or+JM/+RP85b/0l/C3/vbfxq/+yq/gd3/3d+Hu+PztZ/yH//Dr+C+/+1/wV3/ir+Hj4wOfP3/GWsWmnQC2wYwRKJBp8kNOOkVtVowZGxfMi6Ebc+J6XCjHUyUf+Eo2gmlIY9rapBuH7JtVaqz+zHWaE19er3qnbZmIlfCx2Ph1N2gePjCmv+mYMc2PAF7PF24yW5KpPPZUjtusShF8srSCel82pNLO9+tuB11pRkdlutQAsxDpDDKMtUPViORHQNoA/chWZKKN9naojnEZ6922bdR9vdsksjuRLXvujk8fHy1/UDAZ0qdqPuga1cOpi8mRM1K61djU5XQOFexFsywR2czavr+d4Thfu8ZS9nI3Norh3GU8tBFff4nkLRKqa93lBArwT1vsW/+g64wGBOj7ZpPIwcBvgC47K/3djFn5lVfLYWcpaOvudTNz9bl1rfSHOpMVhFaz0tEMYt5NQEu1Z3cx4Ck/LBCasq0B+SPp2/ZR26cNBWxs4FKwobKhNzbZNtOsrEatwQaoEoCSD8BtYDdoHSnS4z4GWd1cRYQMs0MuuFu2A/odbG/5SDkzO33gDo5FrmhNzmCmgLV84Za00+dlOtwvXemQY2epqrIFDqinY70zkXU9EVLe1xrDu0ygljta99wc8xqY1yxKSY3JtAFJPVXNZWOmcuJ1v/1Mm3xCxRaVbR3W/qm+m6VWybprykHtpxfw16rTb220WP+JtA42Z9GRe6t616CIbReZzqH6xoBZEKnyQeQYqiWIKTSgqWltFiPrRCI9xNX0AwZQEXRUh7EMloQ8rWq7msLvlzp+A2soLeFQo0ItiNLgEpxtfKQsFc2I7jUM1TnR0ZozZYOWabJhu4hVr96Ag5E6nb4MV723mhyGmFN9x1cNBO8OFR0GVi2CBA1AVsfvVMEulNowbW+zeCcTsyMRdfsp4j6iI1RAwQgACOtORnVbnqxF7zGjuWDEXSK3QWvEwuv5AtYqhlvg9CvQOEcxSPerOoy7ieCa1RShNcoqug5U/47ST10DlUCsYk8f86puTTMa8mJQkAOX6nKsgLQN4PHxeOs2T0arMqhwr4jaxBAViPijP/oj/NIv/RJ+7dd/HT/7sz+Lf/JP/in+xt/4m/iDP/xDYDh+7s//HP7kj/4Iv/97v4ff/p3fxl/4+Z/Fx8cDw7yK6Q+QsY2t/ifn6fBrdm3TZs+tO6ItV8vOyR7UGqm+ivpC5qRZEEbU6MhZ7JIBqhM8NLv0CcUvCRiwRrPYXUXoo/SNxk2lFT6KgXi9XnjdN+bjwsfjgY/rqgBrvbpzG0DXB35cF9INz/tG3NWx7WNg8ZoOdlozOFLpTcs5G9rSsxqQ5nb2tU6xU91jlAxEYt1B/btaPuRkg6XIgV6K7wCBbUu8UrkdrA18zI9O3yrtq/s1K3tVzTjeOjCGd1dwpIL0ApdjDkyf3WGvhj3psRzxtmcACHpOtlksoixiAafs/TCusUCf5OXr+y87gGoWiOLRxfR9DR70SoDgaHDSgEAX17TZsG3nJKNKxRY4LRapQCTBV6xmn8QeF1CqV0R093w3JjlZMXZuF/hcbBQkMDBHwvF63fjy5Qu+PL9U6YgbHo+PvseIRVbzfR/Kt50p1Q3FVStp6VhLQIhMc+za1bNzWOnZs9Hp/buT7GExg/qfCGFjwGqUWxEkQBI0eq9zB9bYfq1BkNX/d27RWshqGsLRlCvbBQhYyp+h8Imh5U7X6Wc5wHMSvG5Qm5jXwDUvzHFRb49nrsi5wWOy/jMJ7pyTOcYcrOcXqKz1m9NwPS7WEAIZnNQiTBP7fiSnDeSs1uYM2ff919uqyW0CabhjYRw+I+FdeuJGht6U0ePKE5zCsr/0HeckZv0/F/RA6FpE1TXwebTVgr+9+WU3CJL6eesRrYWDm8hQIBjJd60J9PvNWNY3MmzDAFDdyLqvSikZEGQyXtGg5xrFnOQCad66ZxlHNaVU/YaztmQbHT2IEwQ4KW6tz7vQa53ENu3PSykUycq4iHWtta3oerH+ZUFFvsXwdHdmOxdqC79byvQd4Mr3ZTCNP0YXnStafBNA/UhcU8J0lBBEdv2ZHWwh0tsZn8q4I/QdPW3AQuOdi+MRbhjA0QSVUuymDXcW7o5KGdw13qJqM6qLzIa6xGXo0B3BJ2vMiKRkJXcX8skOqdYnsiZICWTHyu+sdX8lAy0xcpalAc586o/+23/Db/7Gb2Kthb//9/8+/tk/+2f49ttv8XE98PM/+/P4R//bP8Lz+QX/8l/+P/iPv/Eb+Ct/7a/jL/z5n4UN7+gc2g+KlpquLKsrvzvz21ny/Q4awXfGUiMulO6To5Rew9BAQvuLWh062KEtPWS+iqjtJjC0zRLH2HowzBFYWGtijFm3cdNBQB3rxhEUN4DE9z594NPHp0pdxwIC7FbkNQbZXZZKrNeNXKejLFYm5q7Bej5fUKS81mpjp7FXFTAS2GR06UCuYH3pOJxQtGMZBH+vdeP5erJGyY/vi9bFkbsrWuDgbEYSmyU5RL7XgorFEisqgBCRuFcAK7p2UADhmnNPBljlbBeSY5m23m7H1ZJDf7EbjMoCBdNyjuj0oVgVOVvbe8HSE7bntj0D9be6mlnuIoeGDSBzgbVutNVj109vcIBeB6ls/TkxWGNWQUCUnvu7bmvN6nPVYGfDMazKP66ZXVpR8rU22IWctHE6wOgsSmZ13z6fX/B6PgFkMWAm9oz3msnl8dbr9+kUR5aIz3be996Dg0Xks5ylRMpmdVMUTob0HXCpLMGOQDHRtMSbX1mUVZEScl0Cl8d0PoSmmDSJZUgyXamyOnN29xtUBlT2hMAOgUxHYKeezXW9AxDrzgXkM3cgaE67x/FBzGjo+3ZpUEITUvRdhU2k3/TNjip7ctpMZhfdDAuJatZ9B/Pv656dJYLugXimFl6gW3JSi2KUcxxyUnePyg4P44SC4FoDmQvJmls78Jz154C5H5zRVVSkpEy0In5Fng0oIEaRxoQGIDObGofAAzYoqU1KAgdsQY1tN6R0bYzo8PZC7sJcxvGsVkeDzrVWPSgF39PfFLajD20s7yeazXwHVHrxI4fAWV+z7mvwMgTWrf+nYJ31EPtZd7RXY3aGT9ZMnTMYDxCevbr0eaKSZVwIYCJ6TUVLK4X8P4oyQ0pljOoIvMw45+6I1s51aGW0M3rbhqialt4jxa9ZWBzX1SxHWDUgXGO+OUofA9fFtJMbi3kpE2zUqj05m57opI+0huRE313rNDBGrVcy2t5ThwyJPZ5Ie9ER98H+AWD6ANyLxE//9E/j7/29v4df/MVfxC/8wl/Eb/7mbyJW4ON64C/+wi/gp37qz+K3fvs38Z//8/+H//Sf/hN+6s/+dK2XG3KVcYsw1uZVDaE6Zx8EjnnXvq+4KZOD+6I+ZhqLSEQrohhTdYwfTH+R9z1+o167Q08OTLFwskllSXZYJzenEv+1ZsMcK6vGMtPbgDlH1FTMWHI8fODxeOCaAwY1gNQcRAE294uNWZMjJm4g4tBVgdhJnRATX+9tpqRtkRiaaIDdLNVanC05971mNWIUUGf9WBRb8uVLzTj1ceG6Zq1bRKcnhw88Pj5QwW3VqkXGW4OcbJvkSjIne7pj9q2TVZ4RyFyYE7iuR++BK6DQSJx8B1dIvcfItjJtGqq9WmSRqGdHJqhSfOj1AzQSS2lw2h8YyQ2RFeigEavmfqorW4x61bftGsyvne2Zet2B/Lk2R/oOODS39kE1nVULt8GlWPs5S77cB773vYHH9QAC+ObzN5QPwijazzlmpzYNG5SsdcO9mp3eGUupZMm+aQxLDkS83mr0BX43e3sE2gcY3LWR9OmJDoAENs7sk9bqBOC6zukTq37V2RAk1p5+xXZGq7JLtvGB7NB57wSg7UsIKJfaos04uqfsh2sMyWFT4ARqtYAbpOoKtu1zT46Bd+OJvk/sPFLpaGVW6/3KmtUMWa35bohRsCLpwrGmBZ68fdznz5/hPvB4fPQaC5+cgYId45NKH3jLYIbAmSYmYZJn6YisQwIcakU7z11IZUQCkdUIWLXPWjpNhUjMKulbrRhxZ6eCzSuCS0cV+RK4FvNxWKmkkbCxURUqlb2L0gMRWtjkDe1uNtUImO33n0OV/auosRZ2RzJyIB+P3f329euN6ifFnPFdav4tKnkDaxVJqKZBRum+q0arOpO20QZFppa6BO3rCFCGvQEMkZezYT9zFQOAxIS6U6UmYuuyByBnJoeeFkuSIFiKiqIGQdlW1l2vVGxTday6D1zmTBOWoOtea/TAe3e0H6mrWFHjMwgalKKoksXZwHwbi01kVGd1NVeoru66LsyxO5ojourXzICxmXGjcJ+vHahs5yh2FPZVgXzmMRAWHTGeDQOlsICl6suiASI0kkWGm6zMAjhqIfHDH/4Qf+fv/l2YAX/lr/1VfHzvE14sXs9MzMvxl/+nXy143qkAACAASURBVMA//Ef/EL/8r/81/vAP/gA/+tGPOiDh9hWwEmBRpzAYdKyd6pVsmxA9Aw2xDZO1SEqd+hycTcigo4E+qnPyDKpiM1MCU0rrhEebpiqVVVqLTpzAMo2TSBnY3PeCG7oW8/PnL+xYrM77ahZxrFWBiEZBSW/LL40GMKcjFsunsV3Awn1/NygzPWfy+QgCpo9tpJ077INMadXShoCvV9H6yoX7frFOjkCEY3Ji1biX16sAxON64NPH91oe5fAkg5L9m7W3Vcd9BtIkHU5bJp2aA5W2Hq2zBhRzcxdgXwSACQL9u1JZpoBMxAWd732/6jCArMHgJ+uqZ4Ul9Y462k4VDRILYO5aL7Q0s4nr1Gc3jpzKHv9TNadkGbPqACoFXPMtPz4euK6r11Hs7Riqgy9QnXnjTkeGwVHBCKzAruRzzlkTIGjXxAKP4Xg9n0ioxIIdy18Nyg+g7EMC6y4wUgPgeQhBZ6UqYL3vewfbztl6nITRzalJX5r5FpgLOO40cfTvy1+sg/AASYITZNXaa02bhHGyWIR5bkn+TYxcpeg7K2OVtRGhYCDw66kUAtgK5NC/V139m9fLBMBa0LHT8PzHykjaHpZfM3irQbVYWD0X4Pke7JgZA9UAYtcsVjBHpQw1lZTu31GzEEsenA1Pu3Y2iY+su9JFFt1YK/DNN9/g8+dv8enT97pMwVBlMhV6f7e3oWx6CiNuH3SuVKnfW6aqdAjEcju4qbvagfGmQU7l064As13J4SDNq6ux0PhGu35+0cG69c3mWYthWxDdqyAconlFpx+p0TY2TJ1xojqgwcQnuCsVLAZcdXWlqE0F+5nWeFeG8xmSb8heSD7L6UiaVZGReTfM6vx2plHPyKyE1N6cQIHM08iiN6/TTudEKyrbpvmtNxHYhpkyzRl371FoOdRifboWD4BO57jv3XkmGZGREaA6UxjnfZdyojvvMys9cWmuGddNkVxm9rVUPN9sEMjamiNN6fkyfC8OLS0jWmDnHJJcciXjte+zovpdV9VrD6UJ95qcbLQzbD2bd94CEmGVI60kg9nPzHrf5/PZRes/8zM/gwTw8fEJyX9bsXBZNTz84Cd+An/9f/4b+NMf/xgfnz69AdeqgbpwzQeuayJhcDqMiMD9Wli2uH+OxzFWRzWib6BKs7oy3uSrAHA2h6j5Xkr/yhEpUPHh8HCONfoug7yvT1Cle0oArhmKYlzqPTrhJFHApBo3xAiTcSXzIzvTLHdGj28x3VHuxgGPk93ZaSOtgSJwOfEdXIixPU4jyoSJeUPCh5jGGqr7fL3qNKUxcF0Dc14F3AkaHg9D5sTjemCwA7L9FVR/FkjqwencZeKly85gMeVwaftKP3iiSwTWfVdxPplosWSLDWCS3yx6gvKu2keRJ7Wn9VwT5qMbPNS9vYevMysgQkS1alY2M9YRgO0L8nk0Z0/2nc2EczYx8bxfuGlXt5Pd4Pu0DzvorbXVCVRVopGo+cIV6IKOXvpSALROyFLpj5kz1b1IclQWSgCus2SqXw+dXrValndacw+Df97VKHixPEGf3aUBSd3aTGHKobd+bQb5TDtrRM4JMIU47JD12o12aCxJ1xieXQ+sGvpksGluxdpCWRyWfAGddpW/B44DGQ6glpk8WYe4Auiyl02+7D1WYJyxONbo8HPUD9nqM6OpvgbZjp6YQr/dbF8DrrrmGAMfj48mvhTIjLFLQqzXyxhQoOcqrrXwfNZQbWDP2d0awGBbwUCr4cZOet33QmTNzhTzr2kk2nNCeX7z2r8nAJXcNDPOkYZvkRv3b3ZXmhaOoCStZjclawsAQ7w1kby/Mncae/+HP1lsolu2of4ugAA0db4f2gci74pk1FRzAIKTCobmrmIj/DJSycHQ3ID+nJzbO8jQwtVSvDOEes/592BR9OPxaECi60YoqhZTg7coTycA+CEsGu+ymTLDxbE4b+vei03DwL8Lw2xsmQ1+jONu1JlbYCjxem2G1hmFG6oTcI9Y2kbO2bHe66A6MCvAa5YYTCPWfgJh3muwafP3tdTaO0PCGvNzGNu4sayGp97r1V1nqi1qMHPIpRwCD3RAT+hHscdyDCsWT53IHm6uQdUMNRErq+DfmDJI8JSHfb2S0gr1il0Qu3fDn0/O7mJqNYp1+PLlSz2PfVQhvw08Pj7h537uZ9tBKqLV33s24lE2YFmAIc040sQ64BDYc8qnOeqYu0l2+i7mH2Z1WpE5a9zoNGlYNNLqTH2YujjXQpi/1V+drH2joSAjLeDmo2ef7rlnC8/nZ9zr1QZ1g+d9qsJ7pF3/U/YqM7t46jxSdTH9WczagBsHnMNq5FBy35BMz+9apB0wHSwSZ31aVI3gYCH86/WEBRtWHh9HAFKgePhoxioBXKw/XpThAWOmh89UBqUdveqhpqmRDNw/A8KANDgcg7VfIPugY/Im6xsT1ciSlH079XlYmWtUHbLsCcATP8bYc1NhuFvWxGbsALTYDBD8JmcCC6Ru/Qd2IN8pZ6/pBjphqb6bncOx8Hw9maEoNrFGkJVsPB6PHkclcKbM0bbnfvwAlYLfTT2A9aSOqkt89rWgrUE1JCotLxDWDJIPDlFOjvsSwBjwMKz0Ot7XJveCNtAnDNYMZSJR6i+ALEC47VCm7b1unRm9pnUgxyZZviZKgky7iJx3/CB/VqnOu+hDisZuhl3NHNbPOmyCbKWIkRO47XrDHWgCBEdR4N5d+1s152PuUVgR+6pmuz5VnfSZyfR33XfhimPebe3WDo5kW+gvKmgcDGaVyt2Adq+R9sQ2AeSVKTI+TyY68FIH91JpR2Y7dAWLauDrDD0qCCs9uQEvvKAm3mL9WQeYak4u+SBlguDJRcI7g5kByYuuY6oRTsPcjBQp7BU1SyrK2b9ttEULZyNy5vRLGBmhvxnzzT7ovGsVMMv53MeQ1MXU12h+02jwTiBXNK3lricwDqRdpOArBTL6LrT4itAytclkKJo92dHuyaoZwYweTbOPKn34PoR4s6Loz+9jooJjOiRQxRjSw9f7/RA+GAvs60QA1R/uaKsAcg1JBudNuZZtf4vtOg05B41sqBlhO/IUS7fuG3aLRaprqbMQQA90P68FFgpnGNe6FG93dXH9GP3leu8abUCU22iJhZ1epw4hEnHXZwQyu5mKyrm7WdGGT/LU7Da0VsWoZhYQ09FLPmc3pcS6iXmiHYIG5+sM4VNWUrKS2EfiRWDxft1kCKr2TXMrDQXsKwol2Gc5B8AjKd1bbt5SOWXLqZt1pnYfE0bQn0ONLN7p/WhmiZFtlkE5VAeJkj8xcTqhRDPJNkaLVpOMVXU4PCWGo+jIHJTuqxQlyaDI+RfY3qzEZnvfa4Tl4FSi8HbMGSpVLCALKJ2Zba9OWUnKSsW6GzAng4Bcm8Hb3dXHmBjqGuIcwjvwIeBLFdeImz6ZIWWDEuYHE3MEspA+cOTNCaYHA+1OPcEQtrlI2bWkITWrsUyTTU3vZT0bQNRsV2U7jmwDwGNeB+Zkvd7ReFK2Uw1WO2uUHOTezAzqVI16f7S93tmvwPPJulAfnQIUe6L178C4u1vPyQM6es05yunGnNjMLI4a6a5P23WZApKaP/p6qV40v8oaxfH8RZYY6Kf4q1CwxXS7oezLKAPeNqkHZqPm1foQkNI6nV3S0dc0BUXrLLXZzXE6SEAzN1VeIDCpxsOWmZMwiWCAbLvxyAoT7FIEZ2OUMooaiZNvR1BqX5SFqH9nZqPuugieldAJKc/7hc+fP9d4tKHgQrWTNFPT3vbt6xNzRIDsLvqyk0maViC66vnLlil7lTQGBslK2eDn68n6bG4ybf8KlerpGvXPFYMpkAvMYfBPH/xu0Afw6Exjk46+e6tX2WkBSdmqbnyrFHqDeHCmZe4AevuFHXA0CYdK4b+XjtTzl2dIzPM8xUoPJu4zBISiMTEE5xdZg5xWxDyFbgtKpmGA3aXdUZh9tFg1IVBh3AGdKgIBMvR3VsRh8CSIMUPkwmtVWuj1fOGaDyjt9V3GsCKjjiZOdoSzCzP3GryD5wMY4PzdsS6Jt98Ppq93fc3Rgbl00Ppu5pnTMKbuV9HONqhnzYxhX0PRxDCNgtkAtpUUeHOWXx8Lp2usVR3O6gQcjKzlwCbZEdBoBpgm557lm6B87WwPtgHqmNScqXxrvlHK1MC5eFmDas2sHea214avX1UAf/X+aZ4o47ECphbwEMgtJzuNHazuNSx5RY+OUYe9jpkTc/sOdlEgiEDn8msD52RpBUomns9nnW5BBVIECTIjanzRcF8QgO1NY13dHM1er7Xwej2Rmc2KQHJKna3mB9bFMgjUQGmtxTYDansBOwIBQRPJy1oMSLDZIjXGdNMRbLN5QHXRM33awBEFMueoodTjlPc2cpXuM1QtkTfw3dmEzB2UnI0HZ5DT7D7QDHFmHTfW3fiHPbCkrTMaX4EXKJWWAMFvz4DTjRNM7vV2pjXlmND7cB6tNq5JHTCAgbcCKu03DtnrDEEEDu2o/eJ9TROLc+M8BnUHhgywOcg8DxvaQTWD3w0Gty+oPzKS4V70nkQPG+uUtuy73iPGSWlZyYgC5ZMtdB/4+Bi4X4up5/emGANr5XoQ9qE6vJbA1OgSJwGJAhUCGzpgYIzN+muUT58dzedxyRO7fAtA7EBjDt/1o1h9cpoGTAsk1npXWQly/732aLNlwO4mP8GwzkJ3d06iYAf5+GodjnU5M23BgHGt6EDj9XrVFANO/VCNbd3L2ICRfktTBvbInO82RbYtT9k3lV/VyKMvn7/g06dP+Pi4sAmA7R/3meL1U3NveaygVQB73+eA9UmQp/ILBl7DsTL6UAQXo3+si2RmRWGOSA7KTzZRDcBSdk+HbPCzArfYA7yD2GdY7jpgAtGtS+/paQWhYvd1MEh37/P1XqO/sc4ZHBQ+OQFlcq9KT631vtZ7ijlTe/0pOC6jOvb4BMjIRjnRDa6AfQyU0t6jhaGMaqV7LAPeaLj8WLrCBrE5icCCY3fidm0Ko0zQ0SENeSfWXfVi96sAj6KsGr9zHqPFzYrczEID411bmKhkgATl67TqTnHY9gu1zs1una/e4DFbsXTKxOuuk08e8wHrM4W3kAY7NSUc2lzGlWXghhzhcYqInbWDrFmk0uk8zjvrNJGqSdkn9WgO3VD6GCXAw4rO7lMyugg5K0NGB9vpD4F3t+7FMZW9M4jQuKRWjMOQ1T1U1LTPofV2zFofZMLCYUMdcZRXikztyAYLCY0eYYnATIw1Md3q5AmrAeNI1aoCcOesPNvPdcqNlFJTBqwcrOMA0gae8rG7bVcXun9Va4ntn+v7Oc4FrNEkBHsLkBKA1RGL6Ucqn+DHz4CoddDIZBY7uhkv6ofoQt+pvrI2zvR1MqDjed6vFwfZvtdg9Yw323mJXEqBbnZDszXn0HnNAwvbmEu2dEyhmfOoLNVT3gRKtXin7hrwlUwzOM06S/vNoFIWASCcjINV1A2mrtqs5i6X+Pj4qJpFOclVwe0u/j8YGDqcRMnE8NG1yvBKN4OAVWAzI2GRu0ZVD+aOdb8Q96v+OidHi1g3J7kPNv2seiYzIB1md9uwsp2GtHkwXuw65bpUI1aS8TsbdQY0Lm0zQAQ67TKUFtOJUTuo1PWLWbug41DrGu/BfMtpArGqSbGCcx0CwaZBMPfVNd5kfaKaYtQxah1gHFmSRI9BsSYC1Bl+t/POeLdZ5r7Pwra9HiJrFHBWKhFHkxmH2R/uYwy03qmLXUD0Lfi37a9KT9SMuOu/5Rflg/R37fHp4wSg4dmD9iMCz9ddcjC9gWlm4vWqMoX9/TIjJHhiZxTkZ9KsmrCiAiPCmzpr3co+JBsyPz4eeDwuIDhCSY2qDNxqHZQ23gc+LDNYBNat0VvApw+vhj8C8ao5fLUNW6uOK76uDwwxIl7NYlLYdQeCc1t7xUh07CzAZjPFtEYA92KJnhvMeDwmwOZK3ZNOkttNtKf819c7yqtbN5cahC3ep3+cOiY901qJXDJYTdFgUFj7RPuKGlk1E2c0+D5T0fxk+qxRvcye0UhUVMBGBwCwCTf0WYc6uxOGForNZhwzveindPIHM66Msg5mzwRFyXLRedT1v553loC6vbiZo6MjGQR0Pb/BdlH5oT51Bmtd9iwqfmMa2mgYzoHZZxpH3Wjns88xgHmhxmUc9WsQLHzvEhfDIaZW1L72CowKdH1tlh1pI9UCFvbc31VOoGpDdOrMWViuPZTiA7vYOyIhSrpdtO2icO1hHcVUf1eXYRmdOmpQ7IZpz5mqez1f7DJ0XNfEZOpqNbgTuyNnnr3+OJlkbOPaf4fts4qj2DWdUbwL/A3zYP2+bqYB0KkgYuIGQ3KU2le0TiVer5vpL7SlFTMOBidAgUxjsbjqjZ0OR3utlBGUqjHW/pDRGwo+fLPmmssZ991zBitls5nHYvbIio+jAQ6StWPIbNZpNM3dNGukDMXJ0G+GAJSNbOHf9WclDKf80wCzBm7Mqw2durtFiHcdNz9Xzv9IofIZuwieuu3mX7EY3DOC0cGJA6tB6mZSVD+I2M4tkkfyeXXu6pjQOQaMI3siA9MnQAL6LRuTCZPzx8kDaA92wNQ2G6fM13rc942472LMockV6FKjqh4wmA3YqKkGcj6dsTHg+Xzi9brJvr0H1W46slFDm9VdnBg5MbxO9mnnGttmnWyX5KmcDKoWeW152vd0NMz49ilrKZVHIOXWRzjW7Nj6qX3QST8Hg06fo+8crg5zATPsF23d6dwFtrs0iXsnNnAfruC9rgAYIHzXwW+bpWePZnAHR/6orrvkYJcCrO+wsfbm5E4wfgbCPTReIFPBC9Brrjrs+v4sNtUc5+zifULPfiY1P2nM01INOeU7s+TSYfjep094XA+oB2EMqwkQHjvFHnXYQDcPYQM41WxqgH5vGioQU/1pxE2sU+D4usQaMFiNRLIRBZFkXa2fR0q57tUBWyDadrav4DUtvbFORnKuLQMuB4BdlgKgZbswGoDUMbQ3hk3YDSyrtdSpVl0TzZ6MLVnogGcfMc31MOWFdq1vyahjIgg2hIpA30Up1uglAR3VA8BVeKoRJDxI3vZZytXxtg0XUWBxTbF4RNo2yIi9mVISgIyLRtFYNtAI1EiL+747TTF8NjN5H+xEs1pjGxFiagUP3O+dtpNjbeV1GVc5CSCS6Q8CRR1T1dCJIFcz43atECNO1FFl43Ehchzzvgh68F447I63NStDaP3daq851UJ/UCnl8asSZjMMiN5OQNeQkXAqNu8lAKywioK5xzjqTWvPjNdkpIREZg0ZGizKVnTdQ1UzcJNtGg1mS/hOZ/G4LjyuCxi7LsM0xJ0yaOmwZr79MP7YAUyi73fYwMDokzrUaVl1tAM6mm2OgeFWLCvenVzpTiLvKrPI4VWrawbV5wJ75mc1n6EZER9e43G0twQ8hq2PVTtVx0NVjJB6EMrbFlafKtSv8oU5WNTtQ7EYEjVsfq0yNGtln6taqRLpriHu5Nm7TnBL9mbtQKpZPdusdrITutNlqkskwFe12cHXUFAJ9tWZQ9Cle4qoJibV7WVmdVNmAYQJZ9ruvcB/D6Pex5LK6Fs3ytQ9LESP2KkgkfLNZ41VM1frZJZatyp2f2C447luNvjV1d0Hh56jayxtOEznpx910sGMjhzoIl0neRsCElq5zG6iMZ2RHTVmR6d81VGmN573Cw+7cPlVe9GjQ3bQctY0nz/V3b4aFI2xHeabrc+tH6PPyQbmAK4x4WPXWFYZg9jow0Yd4DEt28YJyO8OaeCaF7MQKp/QMwEK3OaYZIEFhkpXrktdsI77rvrgaoAB5hzdYDPGxeeMfsgkeVFB21F7+wbEBu9XzQfOBo1dlnMGsjUlZJMMTT6wnldgSMC8mjXYoHTfeL1qPuTjcbUv3eAPLat2BE8wdOlZl450Nkm+fcASeFyBdNSUAIK28hPrKFAAAxHqSgZyGW217oFzhRmYLpYj6OCjerfhMS+McfWYndo2suhJNi8B+CibGjdNSOm0C08okFaATd2qWbsOm7vREqhAYs7ZY65isVYXgWHsxOjAVoCaE19s90Lca6mDqurmpdvEU2uFcmG4ebpZgdxdpylSQHZHQPeOKtO77xfsftYoM4wOwM23n0Oi8ILt/RHhpoxEgrXqUbZZflPHkmatDFAzFZl2gAQroRRDJuokkwqBm2Wsi7Dz7V410wvVjt51Wllpv4tzsxQB75OEdpGmaHRk1liRtceKjDExJo9sytqDYH3BF9aIKfoBDcPSKRg4UpumM2gPR97pFEAwVcoUcmAUYiS7C6OYrpvT7N12FGZM40cEZ+3xRAwWAYpJ2AKhUQaolICiL9Uk1rIfxvuMOLMdtO6+q9EY7cgJq07KGwzyGKdIpB8sl15Z1HVgG0Yxn4PH/jVLcKRKOzVlBlAJkAVRwtigkTs1opqcMSutcqZdxShK0XV+aKKMroC89kwzPfUqZzHaIfWAcK1ts1E7TXyvm8X/pbg1HqMgOcwaDLfCicXAUT8C1Iklif6OMbwjQK1PG/9IzDFqPqUAGK91x+6A3OBnF1OXPhUoUXOHaZaZjOKwPn1C8mvslhXdfrIH21kYgwtUGUIhuVpvGhnT+If/EYjO3QU9DqDQXfxHKQvECvA+Gz9iR8Ow7WjrC1THZUetsLHr3VqGNUA5aKSrOpLHSsK6bjMYbYPjRap27WCJ+hm5dtTL4HVkZ+YYtAFifg5gzWjgBD3I6sienMGqE1MMBpjupd7jh8yWVaqAL0G5TJ3ji26q6uCca9cjYFbgpY7zOfba0+wlEq/71eUICozVETzn1TW0alAzVH0vjHJnF597z7+sHrc9lNq536CDP78LWnMH57s6U8n7vPJyyHtvqiYwmBqvdarARbNvD/kz63R8E1Etp6XzF1Ri9D4QWyOX8si26JkETItVq5OQ3C/ANfh59XuGrW6eeWNaAfTZ3MkgHRvcNQkxJjRabRFEXFeVGTT13jbR3/RUDyOZ6GY82rQG9vocgHnN1vsmZ6zqBhWYn67EUXJ7S/5zs15nxtMSJBbqC2LVurp6MAqMfDXJIivwMgZnEHGxn3HYPsgBA5x2obIAHowxBqYbVu70fdluNg0Xoiq9d6u0OsmdzGQqV/uTquxpfwHnbGIGzqbAWHtZd4h7cVYyjMPt+a3tt6tRcb2iS3VA4ihuHopAVngMr/XEZm8DulatXQRBfy966Yd3b4niZo5ay8TUxiWSKRXVX8icl6CcJ2q0sU/m0G+yfhzAmpF43c+aV2ijpuJ/vyKoGnERgNgU22nuoICps1UjSMwAHxMfjwfsMVG5/5qD9Xw+3wT3fMnA3XdNQZ9zQpA5OmI860FKSSOrViMzMfyC0mJKldTQW6L+I6IqASia+fV6IdaNx8cnfHx4O5xyxNwynn5wC3SnQKLBohoHIqu5YfrAe5ob3WzyXhBNOMexLE7JPKAmFKkrjZ2rTgwCWa/zDO3EBsFnWlYOLwgMM/PNkLhnlwuodlHp8a6hk+y1gXxvHNqyuY0bQKVZG/x//f11sPx72lEG/2Zapx1qiq1C7YcMSZc0FEOQZHLUqHIaUylj19vYEWXaToueYF9AJLKaY4KnUFTgIxasJbl0w3ZTBOjkLMHz1HdH6NJ4GGywU3q1R7GUjBnSmdY1FdDvMRTg2svWK8XR+0W2W6UIb3t2gMZuzjneo7U/U47I3KukiEep3txCnPTR1dGu7xaweh/Vs4Ea5Raqwy1WQvcoeRCjeHysdA5ibTXOY3fclh5UqcZ1PTCvq4LfdXcZhQAmgE5R96xVBa58djVaOJTKU7ai9N/N2clPnaVdUcq8WWj+7Bm3u0HIx2DKtkorbDimX10zXo8dWPfJVHnrCYCerfkOcui0YFyjksQKgqMJA5EMwLafYkbuV9UqApUm76MqUQGPQHCnjNe7/d9ZCMN5DJtSw4ugaDPktKMChO749Ol7GONiGYTj8fiAxpO0y01pmRyr9JaByGQtMGLfB3d5g0uVB+jf0enmHdAdGTjZ10Tbrjqjm4HR2qB2HwCxA+zTHiblY1Rtwhsx0HWz/6PPGFqn5X+0R6Uth7/JxOHZ+/4V6GSygzitQfZJSGg2oe5Ps6IP40hdJSisDqPj36T3xhrS1UHokn5SzmxH5W+fPb+wbcrh88HgZd8S8VMBkE1sZCLutQEZpNs7Y9K2GZXq/oInUnpgu8k21kEWKY2GzW7LNskOciv2k5Rjf5uqsuXzXRY7AwKUbTBgnqFB3QcLtVe9cRgqallVQAyfDYLWqqj4RRbFaXTCAm4PXO6YcFyPC/OaRe1mNVOUlNDJtAHcT1UnLFywmWRGZPgK9Z6nt1xzdr1OUugBOuycTNEVcFR6xEjxA6q94jFmSKTvDl+hfO+xKIlYqHmAAxjJZglGDrA9mkXH+6m9v31m1udLb8nIhKPGNFTkmBb7vZDT2XOcmnUgy1CbTFCv6MjAQruEOm877ZfZ9LtYMJjhMUYPOo3cjr4icrQhiQg872enrCIWbBgmO9XGkb64xkR4IHuMg1jjBR0LlzdTX8bAYd2AO655tYBWdHRjrcTzdSPdMX10160AUEbg5tBl1S3pPNsGCDJA/PMuLrfuWpXR6Plj2j6ykeoMNyvmZvHZ4I5cN4E+qMyAygnWCswumVh4fnnWYfRzYGjkCEHUGDTqdCTuo4Y7R3ataEZF6Y4667xLPhikyMCpykRg2815KtFpTaLBs6WBidiOYhscgq4gUREq13+YNzgooDU7rXY6pa4TPdce4AxB9HF64QZTiQP3q1KvHBNFh/+KRJETO7CFVz1TZLIZCTBUBL6OURPtIKJsjXudRAJkyzGASmOxTkiTHWpwPoPMYXh8TFxXdcne64Ud1NJmWBZDmABiYd0EldyvIMByroWRpXACASOB1Gcq+wF0CYyBr1KemvHIfoPihQAAIABJREFUl7tjJAGWR3Xja+h+ompS6fCzG3nqp8xQMjsn4Lxrrrscgb6hdKQIiUSN8MnMHuQ/x4U93/Xs/kSz1F0Dz5R6yUndx2ATpNjGMz2sP48xcI1qlLnjbg+aBJ9ANS4VkWQ1Iuea+PgAU6eVDVAjo/nAsMH1GBhi2dSQBwcz07BVDXhhO8CTzBWzL+C468g25k8JBtdX/l21klbPdWRo1KgyefISMt/KKGieqiHljpqgwFF2m0nVmxJ5AypZqG2pObqJKp3oIPttjA8DYyhLQV/P2sBmmbvOU5/jgHAkZ1ayUZPiu1C2d47Ra1EspReQMiAxsPKFF48Pfcxrs8kU5Q3+D30Y5SMWyRr56kjAs+zFigoC3R0zdlBSteRebw4WipHp7VpLBfooIgJmWM6SKJIEk6nvewCeiYhnDbV3q7FXcERUJmu9XhunQN30DDJgcNb0a0QPEhioZrrThgcUYOiZqeueB4O/ZbYEMDAzedYngOp5BgWAGy6b0TwZHSYMEbVB6vyZc0LoT9HKsDPdV+jJU+kCKcUWgm00jBHtwRr0v++ZUR2t0jlqkLMrsn443B6bhZBTgeZiSVmJ9inMzoJYU4rQdjqumQIa5iqk50bkTlWIsTqbWUoYd8p4sE5PbI6eRfVzY6gW0ppJUGpZ6LCf9ajZSOyUrZQgkYzmDocfiob2PMDuym6gKIAEKkCBzefr9Rad1VqMlqFOazPVMFGpQHPWj0WwIWbhZYAHmZS18LpfNHzW88WUZq2RCjcMdXLKOkoqzHajzfP5xJoEZBxSveU7+//FSkcEwdg4gON3X2Iai+lJ1poE690Iyo2MmNXYjYsF2ffrbhCvYdTffv6mTvKYk3VK6GiVHrKv2/V5zthQJRVBZ8DUWum4zu0u+VPtnx+yLJ3q9CB2bRNoHM+UqmYmmu6nkCjln4DXa3B6j65pg5JbxvlMPUuSOtAnO/Bs2rfOdRrAXcAB6CznxWvVGdClc0q/xFHrPITSCBJg2u+yHWJw66Z4KhEZGfc93Pw8ShOoY+0ma+wygde6K4XZAZshYzMUiKxuUVCWDlal507WZRs8BUHMmTJsuVhoZ2hA2+gym8YgwnqyQWjtbbCpQgHmDmgLJBZo6TmZYg51/Q6oVMWZuF+vrsf0PNnS+ipNl5hjYg/QPk6ywHsa/y3o8N1IodFLylJIjjrFTeBf6fRRwWigmwDR3bPZE0I0qqvvYWx/gdChBmIBKM/dELEzdaoNA3XSyJC35FuNvhNwgq5x6ML/6CX2LyOAwRQkg4au/TPV2V49g1dNKj02T0xYUg5N973tQe2BsktKl6PqwNlQp9rVMaoD2Nn8BuksdYcoBsD7+LfygzR1sguGLt8RA2m2m8m29tsOEvTs8n8RsLdn377SjPNnucZzTlyPizq9OgjbNidZqqEjOXmeuZoGiE/IybUvBP14MZwcgeQJjAExjWcWAcRWwwCbVYu77uMUplRwsv1qNT7uubpiRIV1upHGdiZOWTMcgdNeU1YQZ913mKZ2OBCr72U2ouzDs1M4sW8C8KqhwnY4Oth7D17GTu951RKZqV5BRn61YQJki3Tz0d8DAGM65jXY+EEjwYJN1bfAEiNHb/K9Fp53pTjqDFlndLIjWqV0bdRZkKqlXHHDHJiYmOYYjIxDIDFVFyMHkhtYnoAkdm2OABawh1tv9K7oM5B59zO8RaRk06xZJxqjkG5aR0ByltFRA/q+6+XVUqGAQEALorbVOEIRKusCzfcUkKqic6Xxd+pLwYj7JJmyum5Dzz+nI7OipnMoM9yQLuXL3dV+1OZ0k85Nil4nt4jlG+oMzqMObStROyGuo4ahRiwkTyTQ4F33o46z00YyJjXxHx5Ijggq7oWaF6o9LPma7vwpxmIQOFewMfB6fcGP//t/x+v5Yp0NdYG1JLmCdbalT8HoXfMGc1XRelh2SUEBpM0yFTtpsufNgJvplJNqAoGJHRvNOpkX8z+YVtexgYZiD+q0nYFpVWnHh292sDAHAyWC/ERnHPUWgp2jhEIg+JDjPtmHgLJYROMgdnRH7VlDWXZnpyZP1rVP3IC1PLiANIGkAmuxIT2wOL1LH+aYPFvbUHM3A1j5BjKsVeuQP3Av3Pq6amapjkqyOThYgkxU6YyyK2LMEpE7PTzsGGwuC+C9cwQvaMdRG7VolPcYtR07bbZZDqqGgBCsJkdD5U7BnsGc8YKZ6DTudV0wN9wsSdqO/Z0QaD+kbJNOsYLD6ghuGGv0gyDInPLoA+YDN8GnEUAYAU3Vtx+nhjiDQTHSHT9v4KR/6DSjOmIFXYy5r0TPfFXg4VZ268ZCpORdJ4qRcBgaZyR4tAG1wH8SSHUa9Cj5MK9ZnTrNLLPmNxZo23Ik0CKl0Lp3854Zu+XRUx/GGMDaQEzTN2qPtTh176cO1pUKP8zrqLk06YfCj2IbRRgMV7amar2V8fY4auFFurCHYHpNKdF+3rKLrct1H8nsQtUkz9YtM+ZYFByprlERJyRzAqq0xVaBR9WUAsg9vqibLbVXQ89l9BVsmGMgPdwxzbF8cGasTppRmchsQskMwCgb3BjCDwBOgC+X0L3S1PFu1FFtM2UiFmXbiJ2SpUFmNcfRTPGiQBKdD9OmyF23UY6gUGuxjRQJ25GhURZ7bh92VFagBVX2cSjaHbvhQCNgFEVBGxNKLxrq5JitkLBAcnTKIOAaNis1os0+pqGfZ1auWBzw7N0ksnSsFc6IN7dy5I7+uvaDr+GOZIPBk3PFHledXqAznzsawwZ3bl8ZzOkdYeF4jw2vc2szG6D32AMqbmRipAYEq26Cn5Ej43dN7PFJHbX4DqjUGWZgTdSraqnGqMHgVQ9zMpy5jVqveRmTPqd13QWEx8D1eGCwZmutG4tCPeeuV9unNARrS98NZp1edGPdNQplXlcfPfa4WLxPBVkcun6ezzx8dJSsmi5FlZptZdMblLwiYCxoryaa2TqyWTiD+UCgGCgo6kUxX2aG+1748Y9/jNfrCXeeEiTA5NiNNyxPUPpJuQEbSk7Wfq1MTDfkKCHtUy6waxHlwFUjU+AiGpy3HTAxLIGV+1QGILucwZiasRJOBMPVwgm2wYeJCdhgZBtdymKnTCjTZHPr2VQXutN9gJzb6D8roj5lQ6BRrEUbTZfRjN4zUJa7WU3J30NWuqY2qxNyct7cHauO7ssquxmkUgosWaeC5U7fGFatCYF9+uhZqQYASwPiyfoptsuEvtEIbJyjUCSDuyyD8IazRQWC5NCqSom21cTs0Va4K16F6tPr/8s+w5zd8zvAaltLm9IVFAQ2ZvsUkmKaxOxuB01BaVnRcZEKskoUAhECgYCaByMrdb/uF8fuROt4rdd2mHtoeUs/GyJ2CYtOVLIjNV829yQB6N4CXMfta2rPK8Ud68aee1yKIdJBM4ibAzhAYyLZxLpl8tQFM2N5j4gcNaShG4XOz0Rmn+imIE/yUnsydBNH8/BZ69xhCf8snSuboQD1BLk9MzZ3x3at2zkyyA9SpkCjBpFLD41lGMJJYaipGm4YV2UrZeO00iFbhbK1Yw42ZZ4+XHardCaNJWvHOldGwNHD+pnhqECx9mZF7DrnvdMIZKWl3QqkFpPS33se7qA+htbRZBD+VdmDZb4RUxpEX7XTBvhR+8vgRexuB0HHTZqV3x/z4rG0tLUkzWYvgoKP3IbbrCX3DdDoyC6dSSowFRGdJjYz+JyV7QLqPFUD1oHadYNK72oW4Hg8ehHfjLVbK54iICn7vW48X8+Kg+UA5aywC2o1xNTTj2eVIFdktQEcb/Nck+PvNablu8DRx8Dl1UErAHLNqyKA57N/r3lSevZqvZ8bjAJMg55nWxt8DIKEYPcvenwNYG8C4ia1sRaYzB0cyPH2YPEWmlmRSUQr68pKta77ZkRj8Egs20YhmX5O3q8Udq3AisTz+QXP1xcWVE98+vgePn18VMfxWng+AV93OQsCnTdGNXaqYxzG5z6aqQZLIx7XxdEEVROpTvvXl6rNNAJSMYtDz8nGm1rDzd4YAcpZV6Iza3cAI+fKoAOVwkkW9qsTG70uN7755ts6T5u1U33+tBewH2kF0BQxEsw67/2mTEcmxhyY157ZpeM8VS8lUNxpb/NqVLAtX/vf6z3360XmncCETlZsl+pptF5dG9t6sxk72NZZ6ZZJVg52FzhqMKPKKEYzsu/3WGt1Dqne363mHNmEs6tdqai8ebLEGG0LqsaobF+CzozBUtV+shPzGjSmqwOazd4bj4ndIGORQZZ9SeoxXDNCDZGjA2xCvQ5Q3o5Ay06O9ZqqHnvr/7ttyg4z6vMNigEM7OwNKGdxr55K4BDJsEdKKagEZd1ZI101y7sGDigZlv40s9z376zHyn2nrFs1472wNCAjMR5HKv5I0fpgpXqyFEqlHDebPif9AIOlWid2i2I/tzIIfUAE2VqNiRFYLl/B9Qbr/rS+BF8dbIENTG2Ddxq/ZsUCDwa8i4HC1wRDB8xrN9ycwVSniqFSDFFC7wAT2CDfR9XpA8CNu6+pbvWk4spzd2kW79mQVYYRgGY/dyTS8kUQR2A6WHOqDJbKRkRCAdv+FABjkF5Fh2UTrGp/UziFz8qCoQ5U3AoAVRZhs6DTq7b3nAqg9XknhbQPttchT7DFAxjke/mMbycKMXiFAj5+U4FblYqV7Tm4qfa9uq9zJrJsjbq2y46ydpwbV37NWmQz1Uy3A89aemdQWnbPvJrfrscDfqwBFQSzznX2Q5C1cUwrEPWjH3Y7xvq/XQMlhrDa2RNGEFY3Wb/L2CA1QKOSJWQ1kkEdrUwVY/VFdcpA0qirMrNSdkxdsHP6XgsTxoBJkceB6gV2bDMW9Z6i399rTDirDMZjhvhd3ByBDCmxPumm+jymdPJQvANwrrXwfD1xh0YAzDasKzc9zQtAS4h8L7jWwpplO+ICn2oCkoFz1obdDSQWDVvdU9VCFHdu7ewjVg2UZh2ZisXb1GfiXjxTdDge9glmjhXANXmCD6r+8LVuPEz1duU4hicejwsrbkbV706vBGGP5Pne974Hd8eXL5/xzedv0CcukFnUq0Uu2an25VlF1noO2zUy2kOjvERin0Ih5tWKQf7y+QueXz4TKLFzkBGjZEuOlvllyDDKON73C3/6p/8dr9fzqHHMA2wkepgqCgg2I2qJ9IRHpavHVN3sqDq2Fd2FeDqCnXp3ptJGl5mcY3jm2PWqjqM2zPDGAL0yMcEC+pYh1aJGzV9zPROTmwRHgWgZNoHEyD3Hk4bME/CZxcxAgVU5v0D2QBp1LIK245qqWUsgF9ND1AkvVi2Yok8pKAGSZhPK1xi7FaFgljMxfRRaVkqtbFo5PGM6UufNl4GXztY95VpQ10s5gaPez6s9SdfbtY6gPJaOyo29lWioOUIOLqqB4KaOWOuehjNXh+U5c3T4Phc7UKx3ZE02qA4i7ffJFGoShvPzRQSoo38QIG5gCYg17XmFWXMYm7Vr+3ac3OIqGQq4BdwmQHujBgcdzYeZ3LdkWp2BUxpgFdgV2GTkg4MQYPmDw+qseGSjkkQcQOFmfeLAuFirTBtaVVk1LqXLnBhQVY0uu+ptHxvYpAbBXWU/KquWIwGf7YffUs+Qj66aZUvvQCZCeltHfTp7D0QMrNjXVE2tXjsbYLRtRv6AIIUARKBSg0vSdqmbSNaI1WU98oXOkhDJQR6ZAP277OPKKktwHprhLDFgyoPrYX2vO+h1nmpW+tM9GSsQt9hvvDXeKdPiVg16R+jVdllOUuVPdFVIliBkJHIGJjj7cQU74FW6I11O8dnlGwnYtm57B+QaA1S+OuSk6/tErowBKthbxgjGAAsl3yIaCv3L97LkrP622c9MTIEwIf8gkByX9fIoMlbksEFjXVBHg7XrTUB1IqKre05iFnARoyTQal5T2kVjd1Eni2TD+IASXgrcRs2lBBFVV6gIYTZNs+MD602igglkZFHSSr+e7EU9RCXlfIdUh7LuTmx1ip5sotteN++06/73AvDVAVx1KWI5GI0fYF6322moQ4g7fSHW4AgGKmCqWsdcR/1JZh2bZKUwNd5Cz6bHJztJJleGRbM2dRPuXmOTzMiO7TFBwwwvH3BUfd/jevTczXIgBpiOrnoWU3uM4wDQJ+tUGprprnhgvJ4YPrFUL8rnKpnWsXR6DnCe3zmap+SlTgiqUUsrigV8zA2iFpXwmhfWvLtJRWKv74vkMHreq1n2bLtj4Q+mvYr857WPbqsZcmQoxep3J+MO6N7YQpCNoJycQGL4Hh2EZLG0JcwH01WGeK09Y4x3ItH9mqkY7gjPqhFdW8Yq5TwwssIr/bcNn1aKgmO681QwVs8ph9ZHjsIqHdqjSyqNbomeUWpDTGg5joslIzflvY4LPMCjgkmU80gAZgtno97pwMU0wDabVM2WZ9qQ7yHoUD2dgTLObuQ+QsysQWMcLJ1xL8OyG3bK7tEhNtBn/TeyC+Cb3Uil3dn4IMBk70yWYs+dpi67Nq4zYDqzNBIOkJXbMquynnFcoztp6UzOs4pPkNK6C2ZLXI4y+u+mxrTM9ttiaIECLxaJOjWFAPmQw1aOFFmQXCsGW2B6EuAcxN28MUaNvFm5qi6VQUoe9n7OiTlGjyD6/+l626bLsuQ6aOXe5977VFV3a7pHI1nYerEcIIyNGQEO/JEIIAIbmz9rvoAhHBjMF7AsCSO/SWHZyBhrRhKerq7nufecs5MPa63c+9ZAKVrdU/XUvefsl8yVK1dmItYcA3+e3Qa6mDfgOHb5MmbSPu/9yZOefmwgCg9wfQvASxsN3YkMbG3pMRyWYEwCg91CDDhOYKn0pE/zY69FOxMb+N3cAYLrzAes8wbU/fFnoYKIWhYGxEXrMrALsMDW5yfq8KHOOD92MoC2U8DCePs8Zs6/IxA9jlHntvrU2n8IcEXvUNf9ueewBFJFhWpJuPVN6wEE1M/30nDplxqOcZ6WyUCtglhc5LOfOte0Pb2wypplqc1c/H0tTUzCoPod21nHJEtmo5Vp26d/n7bfGQNkYnP1HenyFBpvfNDaUVUo+ufKeIgh670Mcm9mJUb1S5r4Q4dkiSCobePPMH1Jo/8krPVtaXJ6oEOtmcvDmpOO83wo7au5ptSEMtU2sg6n3U5L4FgOSO+zorYcgUDwkGi8tVH0sI107zZmqCKC49ix7we2reGslGgQOGPqO7jJLEIgMGo4xkCe2rBmsjmW55+Xf15GXtkMtzYS0DfABrUQjjS8f0zh0sBuTYdTAsfP521uLmJxpFsIBRgjOBViY69NAyJr5wg22Bqj1b8nkGiNIu5jP3C/v+Gy9WI7vM+u9OOEh6MMQVV0D0a2HivmCEnXhcHE1mcUSgEhDDRGkEnd950psYvOiQx36MKGAh+y1VP47jAik2mrLb1vPDNpJOazrdQ+362XDGEsZyv63G84COgOyHg3qIVkun9tiv5UmWqjk9YsR1XnJzjtAGNW3tsemXkzSx8yNolUY10XzhjZ8J1b75SoCBDy7vdp/AQK1ZpXDASj+oHZby+0voEZCLnPQAwRX0qv9GbQmPPc664Sf3ssYE6AJnDOWbmod53AAmULT6+/Z3KP0zOtBE2e3220UHE6W+y0zCromKw0gaPvdkltLMof0OxYlKPwKFXFgiquMRiGAuVFlkB3JIBzTh3d8n4+K+eZLGQMzXK39dB7neNUZkj6ZjEifDwD3w0XDg+fKWYV3iCzArnp95xi11kbyZYmaj9FOyatbuvlqIHGFklpztLnPureAanCrcWuxzzj7CpCyYZtBGJKMirwVlCJCo6M4gxMWAC4qZE6DDiai7D442yVw6KdddoW16gtNs46f7Fetf2z2hcKYihjQJ29lM0KJUKiNepkYQCsQNHss8GkijTO06nPiQwD4UOoNcAsRPQUrzFtTdmtnGd9vUuUDlj2MzAnqwVcbc4s2Vrt/Ny39tB5N+CBfTtR1tNa1vx04xewswrOqGCwKXcxxmAbpWEdrOZ7a8574JTtCmSQ6MFgd4thlxhsR9ZuTYCYNQTuauAWnz6XDhBIpAD21K6epj06n9bPgNO9sFtnRqNZIxqySVVsMiVfyDLWkExT3+89Mt5Drb0gDjbnr/WZQJ+CbW4IF6NFqlWKKf6Z0h6qaKsFgC/TdEp0rqGqtfp4Nss+dtwfb9iPHYgLMgeOc3cHiOn8xJaYSeIQcpQTDExQVVqfUWsDi0XtbI30E9NRj5PTaAJkBOyweJgnGncFa+k5e1SRiI3SKbo9orOLf+sCUwfMeho4uqADAIuOhlqI2EgspufzNjdZYNrNoQV1IqqbfQrQWue3YM8yoCVatmGo+ZbqG9gWlheTxWhyEIySNO3k4MguM5AIlDPq26aejnRCPZW6G1gE9g0hBnYFjk5BmEkw8PVUHo4ta2SnQyLiBqnDE9lYjLNVlIoyNk2R2bE/qg0C3XPi1LmruoJhQbSbZtt5AOkIT4C8VQo95Wj1voo6X1/vrNSGg1lViA5KJCq4Gvl8N2Wh3E/Sxobfrcsvds4zl11lt/Wu1LXeWa1oREtM6JiscjRQ5lE0k8AjGZt1NAbgBs+TaeSdG5gnufIT/F/DgKMjehhZFYOgOkf+e0BzVO23ZVNiit/P8ySsGky31IxW2w6xbuOcGuqV4eG6RtkgG+uWmJ0jHPR1pa91BkMOy0yoHQ80XIBTfnRvBIzN5trhZYHoXkFgCHDVvGGYdV5ZGLNHyyi5HOodB4Qmw7rC0kCjb5u0mtTdMjpMePZvV7DE4CeW71zshwEvotgWT2gx2+yiHaMgN3HY1Hw+ARWuTdlFhtLcMZuLn8ogsQBTtlvrEXr2wAQrCbfQ2spetkZb2VrHkackdssZ8L5HoMvP8J4mi9IqQHMmIer9TUQAPpqyT6E7lQfyPICzlZ1/IiuASifzQ5xFEBu02EP6n14sbovAVsU+gQQnykwbGewIweh2AVuTGLI0xUGk/ywqz5vllwqImy31Z9hAIKc9Wda1gMjii+b3RN3Xp/dslHQgUhXIsRTN8vOjpUb5NTXR75IbqB0amFlrCnhZebHIXzCZ6ALwjbPV/aw9Oi7bxnc4pfMPVFYnc4Jh341Kw8u/0t8srKztX7Cv6Cn7Z2plbfdj/+u19ho1dZnxSFn3Rkb6JCqQHFAwb23vBK/cT0uqZpYBMeSfGjanRyqimXtYDwSweaR7GmJJywR8UFQ92GZRCT/DzEkHZxtD4IWHeIyB++OOt/trLfA5TuTOl3O5vFMuIebmsT/wuB9lrLYlnfnUABWoUvg61GNWv7lPXEXbY+D+docZuevlMquNY0agZjndWLz3xtZBUNQApZJbw+VyxeVyBQDc73ecJwthhqqMowUujczavu/InRF/QP3wWhfQtWO2O9XvmRF2BLMUK3iPoMP52Heuo8W8S7Vo7TmmE2gRODCDWx9ceD/aBOmZYLX9/Q1vb284zxO3l5fZq020fBnzMeqSGURz9N4G3F5wvd5wvV5nOgWzMjpAAPpT57Rv6BuZO4Ijak4rVdkatu1SjrrSeMHK6GPfse+PJxCR4AXtEYDO2XEebGLsSFdnfe4LJnuhP4tQqnTRDT2nQ+al9nrneuFhwTvq+QmOexmW1YAmEqdkGx7T6MlQ1tFiH7X+TgunGLgWwHkMtfJANdB30BNidSgHChhlpQxeaTHddFaXjq+wFkegAkADwADZDgci/ostZwoXIGgLVR8nTjqUE2prA0SfoLSMY0u4bMuZllNAsUHR/nnCfeBW+5Cp1LicYZPWbvZXS0mnpEsqfeTimM8T7heb52QqOQlHzYwhqcOS2h+DU16O4+AsbBefDRfPSGc+r75AiaUHujce1aeFl9vgfqr3JAG/isFWJ669LSA5Zgso3r9FVuNgK1r9/DOg5Z50FSiMc9WULUGHg3uBbkrZ6Kg3mJidgWw5Yum+5goDrqZg0KnnNIhVoOl3LbVZawpqWSUbLdQQfBIo08XPYoWCTUtxDNnvs6qHzWI6EPNaTvnKRUzsqOdD8p0PDU3oPXCtoGgAnZkh+yF2stDPioGjAG/Ajc/XLiOqchFwiFpbAqmpiUwHEb4PDrgCU0bjYGglPwJLat9EwOxpWaBRYNvf5UJGRFTmkcFIClx5n60zjvLGA7lkADkwpGWIFS7vx78vP2/t/XPGTwDtqcDLXQl0znNmOpwO9jz3ldjKMXBG1n23GpvXJ57u1ednjZP21qp04zFhlKEVSrZUQr1BzP9ffmTx6QahYPElgfezH0ImtkMM21AkxfFqgczn6kUcvsi9Utpt1PPw8I8T+645vxsNQgxHJDOaOA9Om3GEdBw7WmxF5Z4HaWJXN9czaCF4uGeVdyaLYbzR29YXIOlc/XRqboDZW0cHG9EGAo9xUCSbs38bXy3R2oCLRmzU2PTckypa6YzWHoVdaVmny47STQpcNqeiQ8DO7Xoarhs/l2dmzKh50Q0ZdFDvZ3IbOEVCVt9Npf5qHqoOWAOj1XNZR2s1cZw4VoYjeml6TrNpCIxu5EG24P54aFTXNoHf6T5rZER6NFx0+XhmByUDKgxYG2zPcV1iWb2CzUU+ZxkiAwRAaUX9vqccPAHCZMRFBqgVe9kvnCfbxCy1xgieAJmByOOx436cBZAQLjQAAE9F6JrkYI0KQcUYB8aiofOvaYyTBRtiMsepFDi1C+UQkEorpxvTZhmB3lXhJ2N22TaMPMDlXZiFkE7LiA6oSlJAjqpfaBwlJl+BMXTex6HAMabj9nrrx+hAizFtLHwDn7GhVzWki4Gy/o+G1zNXh1JCuQA6py4diZ/niWzUcBp4sCm1goeVzYiphT0D1Z7EAGxlYgiqGh2OjHMMgjoWijmtuumO5dN605k4bTvXvY2ZWprgPzFSDeNBMLHvzLK0tiHaJiNvEMvvOzHq3jeD2gUcdXhmtwvvKGHBeSKPA5FqnhxDdcF+AAAgAElEQVRBnZuauZ/JrIPk5nAwamIAoJ7uxFhAnhhWNeBHAgd41x0nZDScg0HOqdTu80SMCcpHJqAWV8WLB/fUza73YvtmtmakU8snPLp11/HToYNHMyIT43Q/YNsbO3yyT4dAz6Z7novO9Eh2FyFjPIFjNd9OMne9h4XnxfAAwP2+4zh22metKwOehha28NyEyOkDrZHjTHgXtlF2U/2EG38v0HXe3GqlaRiDOlr0JWiGz30KGmtMoEB5piYZlQ5XvkrfZFqC59qAcfo5B6G2a9Wj9TPJjf2FB2jY/yP4bIhAT2c6CbbORGlD55CBGQTaBDvYjdbRwlkTa2RbESV6bdqModZwKhqFnmdDVzA3OFFGYM2ZTgPEYawQJEu6fB4JoOX94Pfk3zoP44iphwVUCBOoln+uGG9tvr96Fmk/ZmcH4xNnpHRpqBlv8i1iM888sfny+5CyU7sqbNY2K8mh7KT3FRW4h1wsKPnUuLhgxeF2uVQkbSNGgzHRe1dBSLSoRqi9sceS54v65fx3XY1bqD8nI9OrGnJeRj2egOW2HGQsaB28jIRTizbPhQeTnXJLCSCnfkfOcWVa/MsCZN6ttYod0yCuDr3S4vzzOuCK7IopGc+aB92f2iPu/4Cnm1iTFHWQRxUjWc9Rgn9Vm66TM5B4MuRss3NUHDNG4nq5kKkVaHH0XKC7zUkZLFDJuiAJs9ZRIB+6SGYU1ujYbLn3uYqRCvR7f11QIu5lKZbyuvvSlJgaS+N2pR5HJqUV+z4Lg/Q+NfpQhsxAww4s/My+NJ/9KiAjNt7Tbub5FTseU59lJiYTpfk1Y+C/kwns+0GQHE5HLgZCZ3Fq6/R7MpSVult0XT6/WM4eWQevaEguQId+ZiJSsgHf/VNC/GKUDAcANKchwTM53NzeMYrdUVakzCyoJ3I0MQcEU0+aXN95A2dE9W9tfSOTnalqZ9uSKU0ZORDD06+410MsXYuupsWtHLKN9tDoN+vavH6TwV8KHtIaXUsi2rIXYjml1QyI4YnJDIxUurEFgF52yQAk0oGW7eIMBFyMlMgiBqpa1DWWZb9ov1tXXXsOFY8kwQRinitEBbYscGHKL9s69aSVznwGgtZst3n+xU4BDDJdaX24MjboxyZI4Oe4IMp8Ip5ACOrPGh3i9BECa7at5TME7E5pBSnjmP2Ia3ISpl6WlcHWlgNutQQNFIhwJwdOvZk8kVjnkz0wqKvvxZ5HPNtOF3VUMF7gzIxTzH7AFYA4Yzenlfi9K2DVDfe9yPT9R71rEEHqmV2D4LM9/Zltfwum0xOsO/DZ9g+uJNBTuB2Am9XPXsYz/ZsJxNDY1IhiG70f51i1tgTUbnc2UmTUGqBo0lKEMplq04WkDfF7W3MYAcnzYsqHwrY+52eKZCiWMi1BaOhbK015IqrJRskGYQJrZnZYe7Jh7U/aLJXRIa5OILofj33HuR/sWnK9lA7WNIGHlkSc2HqLapDcVPFa7QUUhUEXyoeFnSM6Z0TmrE5tAnvRuEHXjcUeBboBICmI3XRZTxnjS+9AA45BqpdMzdISAX5ZH7qY1LXP0AqgABlzOVAdrtYaK1cTMxLTz28Gzp3gsWFWiY0TGHEiYyxpq3wCLethrkrgEoG76rGVbmqmY7oAK6MFg7WpB83S33yu/fD72qAZBNGZBPdS6QAacP63dYEtEpEnAmRpneavyuVtw9a6xpYBMchK7mpsSoaMGp11ksx6IA3KSkc6xvNy2VHJ6Zj5y0ywZ9c07r7wAP4/Pi9LlnAeJ+ejd6dm5trkmcgDbkbAy50NsURc/j4XhR3nQJyJ/TxxP/YJvHzmtH9knnwuBnJsyGwVkZ/HiRwNwOz95sz1mhKNjLr0dNhZwLGq6RRNn6pqTbCfIHs8Lk52AMcxCEqiFagdQ6L4BUTbiCeSbJ3WB83G2GlPyEjb6UFaI63z8j7Eijo/4fPJ9QFmZWDL1dbY+QQBby7aqdYqOITBjX3MmICsBd04xGCMTOTh1BSlB2z8zscbMrht2zimMOezlJRAIJfBcFAzaLsSbKRPWkbgGDPNOhKlRy2Qpjvjzx/DTKtsl51ydKWcJkif7TNitsoYQI5YbEcsrMJAonGMboT0xBY8TjtrQoBn2EywWrPkUmQlZzLlSXPyDfz7MJgX+DzPAoi89/MsW5dsEOJMCf1yIKNL1y1bActPmEp0FgRg5qpLjzcxCtdrBoz1tWXDp9aszTRyve9ZttQJ/pHKfoNywRhLwNgAK9TMrrnZOG1RgGyZfjUyv2w0EZWBS6RafK3BN9ldv8PKTPH7z7K5BiCTKKFcA7J7GSe7K0SU1pXvNgoJls8LFeEElnWJyWjzQ5Fe7pzvntkryC0gIjDbGko2NLIVs7mCxKGgFfW+0jQT0xeLOVPPUbY/VPTXTQIldd1D0hMTGTz3InJk/OZAE/ft1BprzzgGK/X+sstiElthGK17RI1spB10cLMEY4st3nrD1p/bpDEZ0DECOE8y3pskO+dpOdYktuoxCzMomNaZ8plpEYht0+jUXlXyHpUa0er8bS0aLpsMwOKYM5Njs+qwCT2ndAVtDo2n3w6OCdyodevNjZKjHF+qNQ8rRWkcWvJ7e6covuOCGBrNZGG/ikw+746zXdQQeDmI00asjI9dGReqYU4J8fs5kr9cCHQrk1TUespHtTLS3twac1Z6QV9UAqiEGQ5FQ4tgFjE32QcjB2d/+wJjcWB+N3+3/5n9z3hj/Z1mZ7qcGYLTPTIVzWhk1GXbcLleWTiiFgnWM9EYCBx2TmN5wVXOOaj745PR4IplimL4ooqJDFgNMPgiig4HSl8B6fxG2FHxHI1lxKXbR/Gz2QD87gblctKX7VINsRmoHDhyR/achQ8wWMIMlJrS+OCs41OX7jjPaiK7pr2ZyvPkg0MARwD4HJqLqv9WsNH7hfstH+8WQ621SmE9Vd67Ss7AGY7MxRpjCJBxn2iEzyqE8PSZdWpDmdhQnfJiNBnFi21JR6szhSUIxQyFOoHO+zntxlkOaBr0aI3temL+Lpbo2LTnyq55tvPw2a/zY2QEWCBKjKzUWchAV+wbOrszMO2N9ZQRDJzHcSpD0AqYzRTPcu/ExjRXYUPsr5r8z3QaKFgPAw6xfWY61ujTRrwqI7P2neBRIF77Y9Bme0c/akc0GVEDdna89bPOz06tpSvKfac5FAGqKG3AOPh9+tnEAaR02EMazxaTtRpkZw6PYw0jNQIcZ1G66+vFPPXW6h0QgR5Olet5oFRqnjiHnSLlVk1oIkGmOlxIFtMO8vUWXbJ9xmDwWqGJAvEpL3EadoLxhigZxpnQM7gTCf8JzPtrgGrJhIMSZwocBETP50Av5pQqHRUGg7We9hNRr9mbU/a0o0gFm1EhIP9cTHtoTZ1F4/mewKr6jC7/f36vzrTW1RW/Hl3IGh/2YK6xfQV67XgNy32tZ/bJgNrf6SDxHJbLuPbAhVjAeg9zHVayVJmbIwrtdYtWtQ3VZWU5D84KwrYpAYd8ADTSeMozhqQ+buIfOvNRNo9B5jmm3t3E2TMGk23oUSMTM6FMpnpbN9R6EycuTKV3Lb3z03ZsGpzBVlHGE3M/gDltbRMsWDZwsa0LM1ZpjRzYGp3MGvFxPE0rhx+KpE4JurlBNIStK10yEltLTRtoM8RIKNJ8ZpkmWg5NB+GDOgq0Q6uo5LONXosHHCm78AYAxehtontvlC8hYGeDcrCTMVBDWwzOypzXd14sR2T6PbMWW1cbFrMOEs7beHtMYH1OzLTAuj6K71Epax8WgwCtjdNBEYHL9YoP797hdrlg5MDHT9/hj37yLV4/fcJPPn6LT69vZMmC/T2v/UqQqQkH2+WCUPEDqzEZMNy2Cy63K3/OYnwb61im1TQDdxZ5YPoUngPpnVrfFmag1boQBfNynOeJx3FySgQXGJfLJubRrMSB/bHj3OlsCGq0ntrXCMxxd0dijIOC9rGI95e0n9PQI8nGVrU/NA3EcgfrhNpMgddFjqh1tUGBzmzN4x6TbYWNggNjngIaPd2nYnegv265goFjet44sPYtLJYi6IAdga+AyfvI9yIDY3mF71sZ61HmSe8C9LgozWcnqodMvocvsZ3fkFGmY1fKd0lFLrBrOkF5KgJ7OQ1PexJTkMuaVJpvjFl8E1Fjzc6cz1UdHpbHLkmN0ok815pcE8BxpKD2fOIapVh7LjvTopyCmSZLMDhIAfOu2NJE1tpT3wogpcHKrIPg/454Tm3C107pR4OGZBSGUAeH6YQbgd+g03PmY7JqkM3SKNExJgCR7rLX38EEAIM9banDVEsvV7DaOStQyDyZDYgoNnKC8DC85pqG7Ooqjzj9vloTeI388E5Bo/az3ss2CAbLrRxxRJZ0ZSzERhgcqFCFRTYupjE4CX2GNOrIklJA97uCFIO+8jO+MzEZX31W3XPXHcDJT1Rq3kUYZHUdeE0fxgyjAKxZzFzP4QLosAJKLm40svQGjTThY9qJBdD7DPrXOc4n0FiWb7FHbjNVGlml69eAYdqvWQNgUJfnTJ03F5+l/fgKzP2VBHFYztkYLlpU8JCpbIQCvhMibQoe14uelQX46fV0cIB6laa7Ja0lkkRcn6x23V9QIsbpaEBIZqOFATu9UDvdt/l3/Y5+jghJGRC8PK3J2NTVzKcHrgvjiyeDgTEXmqlri6VDWiqJ5k11j6G2ChfENtOBNl7nOJHjJH+hAhhWQk/mkdoOpvuyAN4UyZt8mMJ0G/ZnfdEsMlEqkOIKDLGo/DkfNKXMgqkQyIiZQduVvty2rk21gxdUFPBu8jRZFzIKADHK6EzZIStVth5VP/vQRnrUECLUPie03tQJQdowOu0UQOfBvr284MOHDwCAP/7jP8Hv//Pfxz/4nX+A3/u938V3Hz/icX/DodReaurGCh5CCYW20WDuu1sIkYFpAsTuKdXaVlrXtoDX1gKXyxXX67UApQOFy+2Kr7/3Nb7+8mt8+eUHvLzccL29UDvbA5d+wWW7oF/Y8ui6XXC73XC73XC5UqvTAtUaIlpDu16QJc9odbkzoD6mpP9ZDNSQGhtl4JjJyM4aTluXzJBwWdMdygCYMT9xHgfeHne968KwydhtSrttvVFCQmuvT9H9gTR1aidS4BBYzjRZIWrheQGm7ATlVFoJn0exIg0oJkwPB6Q6CCh9MaS7Q0ITPj6LjB2gtI4ROw3uYN9DVKDH5zlTbOipaLqMI1OVVqVRW8RNUta0HB1qJn1IGiNjKSl6dEX3Z0p8n3CjdjOiwdEuSKiZsZ3EUOHENvW6TkHSDnhUofZaHjGBZ40dHxgjFMNL3oBkoNJhELWmHFk8aAlGdAcqAU7kcXrtVBAlnXJw9xNZnQhcXERzc9Y+tYgnKUD4rkQUIDLI9/u1HrT3ysRAZACqV2QWYcDjx1R3U5r+GAxqMsyuAxHzzqwBiAvXpu6RE1HGGOx3m8B23XDZWGQoQRi3bxwIsHlz15SfkZiV2BCRbCYnCKwkreVZh/TyYNFZYLL9MZEF/LK9UtR+lKz54NVFQfpos0D1viPZmzQ6+tZx6RfeMRV6uB+swVpTVfETkKqHEViNJYgDQDyo+8JDKr0nbz8THgZyhJbHoE3JpHZ169bFywcp8GoAzjykV74IF1m7PLEFrLfMnM8b7OEaCNoJ3WBjhOs2M0cueGXbK/V1XaRSlW0bZsypce/VO3gC1gjavCEiwSxjSZHa5zaJ+8R+ojpvBu4KGow5sARnAJAnbXZrZuuVRhUrXdK7QMlx7M85Ae+oc2sWmoSTR2quGdGJ4eo+N1bjH7J9rQe28LQyP2fU+lWWawmuEIFNT02g5GbAiqwdDQCMcty/LNN9FBdtmV4CcjgUbq7MAx3JbDyJin7NqLhXXRkwObWhudjrRBiHKxFgCmV51jVFi2TrnyahcqW3sEZDTtdw0g03YxrwWRY/39f/zkRV9XokYsgYOP0j2MlLWJsRtfFPYdUaoWnjK83udxP49kF2UcsZ0p8MXZRoRcezUjQVcQGXyw0f3r/D/f6G/+Xv/l385m/8Bv7gX/4B3u533G5XfO97X+OXfumX8L3vfYOtbdiPh2QIbGtwapzcY9/RL2xj82/+zU/w+vbKlkM7NZDHfuIcu7R/oxgF6FJPpxLVtsUO8zxpkN6/e4fbdsO2Wft6UYVvokF9FEXbb23qNGdvTS+xNFOgQ9+2jq++/BLv3r3D29sb+3BF4Lpd8e79B3z5Mz+Dn/ne13i53aq1TwIEppcLXm43vHt5weV6EQPLNPOtXyeg1AUeyfM7zoF379/h5eUd3r9/P4FIspfe9XbFu3fv8HM/+AEej3sZQveKTOnE9pNtWc5jiK3IOeM0U2B3OhRXfda983kLgYgx6m604ah/0fDG2lIlBUAmGwk8VyiG/s1KY0XTMsSzAlYp7yAjeJ4HBmgwHVTYmPvek6kNRLBH62O/E6gvxpuBi8fRZRUb8U5OGQRSbWU6WVMHYRXQjbMKFzgDdoLA6Yz5he4lF2be3CoK08DP1LcYgXLmOYFmmEl2ipJOt3qFapMrZdrIWI1z2tEQmHSleI6By6XjcukAOFyg5A9YgkFIntGaGgt72eQch1NsDbnY8GJy1r0HSkIR4KQlL4jPYdKHPrGE3Ds7K2WjQJu29qMgq4lq7O0+hiwkksO1vtvvuASkPiulmcQoTV/Z5jwZTOidWjc7nzPjII0mbf1PF9qMIV1n89pEVWrznZ2ez7rHLZgJ2y4b8lTRXvi5+DlmtBi4hKSiraQT9UvgfwJx6Dw1rL8KeOpnXOxlsOdzYnDoteTAATPHUX+ndUpYDvnIFuuZXYqWFITx7IjkKB/oozUZeCQUmC9ATtp4t+XyKNzzPPH6esfr6yuu1wvef/gAzgVJ+aZdAfvG8yqZRxP7eC5g0YW93sMFmy/rNzt7pKV/Md/nWaYlu6A/W7eslx6V938MA0e1W8qUjMMMIAM21mdMkFr2ThfPyxoCt017xe/sT1mXCN/TqCIcAlieo81f7i71iQQGKhoq8KcNiRPFnKzovgxRgVIdt1oAPryjIB4a5cwRZeg5ModRUqVlWuAc/iwajVDEb0g1x16tYmYap+l8famfCze8zlMMTwWQN/s8zooc+HMH3D6BhhZAmoUEnFnkc0nQKmftSMrpnBXhzwP4/MuxjKNeKE1WwHsBW9BhOCGGSyMkb9cXbI0MU28XfPH+PRqA3/2n/xT/3d/6b/GP/+Hv4Ouvv8YPf/hD/Lu/9hfwzTffx1dffw8/89VX6MFWDS/v3lHkfhylNTzOE/1ywXkc+O7jR7w93vC4P3DYkSlCpnM7q//huTNlvB+syjZ4nBGU/+HZwBjYjzuO44F9T+yPB47zjmMfOM7Efj5wf3vDd4/jqRDnHGwwf+xH6SzPMWSIgduNYw9fXz/VGLHeOq63G95/+ID377+onocGZu8+vEcPtnS5Xpmu37ZraSl7zMjYaSJoFN5lY/r+m2++wTc/+33889//fXz8+BFjDPyf/+Jf4Ld+6zfxcz//89j3A6lJSv3ScLm8oPcrWpjRbbj0K7aGcipPc8sr+LOWpinQimJ4/GdMzRLgkf0WE5O8owQ1ZsZn8c+Zz4VJFbA9nUneJ7JLLPiwc7ETD5DBOKsYZIrFzeygz0Ar1BQ7FdaPk8yT2SxkU7NsMa5jIE+DvAEM8apeFxEfnC1NxZrZH/iO89JOkFV4yVIZHg4zpuV0Q+nMYOFBVQoG7yK/e1YVl5VcQahsBFOEuYAAOuLV6fgZDfrZgzPR2gV9U8XoOVslrWxIfc7K2NVv+T4mEJwMlcUFQxOp4imt62cpBxUNQ2zUE+i284ylOAxkNoeA2ekm7pWx0AKGm6HPNCt1fDwX1sMCqJQwnBoVwuXUM8sWfF+YWUr5s9bYrWMkA61wm5aQ36g1bNUia3bU5+ceqW4PYXDCICIzceozWgS2YG/ghoZ97AVKAUudpLn0e6gvKfuCjnrm+R9PJ6TW+qfP0bz3ZIdBX5wa4oOlWAjWwIvN7/bp08c36DNa1+QT8mszW6VAR8FDZquzyeCwzWC0Ws8QiM9gSvelqQBR63KOE8f5wOvrd/juu0+I+EqVy5O1PkRg8CzMLOTK9o/a2nXcpu5YeF9s8/is/Iw+CSLfa4FLF61w2ee4zfUePOMCA8hBxhIpTeYMuHTd+E/hLGOdAdtTTjLyes+TsY715f4eCnSv+j3dITHPGxsSK42ls2YNSCtQKSA5JESutiWMdJiy4O97I6qPWJlROyoeSi+cKwCneBNgVsSaqYbeLdhXJaq/V7qxXJ5TNnqi65hVRy6PWsGivpHPXTuwpNbTrTbmX2Bzbn+XkPqUNT6BP7MeTyAPYCWzClPWC5y6tHYcuTjt4eduoVRdLt+JmSZeWOGxONRTTvz97Yrb7YJ/9X//K/zGb/yv+PGPf4R/59/+Nfwnf+Wv4Ie//uv4hZ//Babfh2jxkyHj5XrlgVMzaVMkbpz8zfe+pqiam0Qw0ygydkQTEIN8HHjsO3YxIkyJPVfIhwxXa0x/7Y8H3u5vuD8euD8eBDsCGuc48PrpFQ/1kHTXfk4melDXeI5q4nuME8fBqvo0g+fiG6Uze9twf3vgvt9xHDvub3ccx4F+2bDfH3j99AmnDbsuJQfaL3tTnier0XFvDV98+SW+/vprvL2+4nq74Juf/Rr/4g/+Of7mf/M38TNf/QyfK2UQ1S+UqbYmA8j+oJ6F3fXnF/Uw3Ta2U+gbW2LdrjdcrhfNUN1KB3nZ1LIBE0g44oY0WRBDuIlxcT8zXfaZAg9UZOr0iKwjHecYOM+HAg9lFjDQgu/iS1UA/+T0BLds0gezH2oSSBynC5eOGeWjo6J5p4N1fYWJCsjQBi0FgcjSt0ZISy0DbID+eVoemfUdihens2/z50P24BSTFdkLnLr1GYNoO1Oxj7I5I0/0EPMMBd4jq4ecQUiE0lwjMMqGsrffSBduicWWm0kFtGOMBdqLacO0RQQYs6CERSluKj8N77pGo5jTQV2UesWugaJZKK8f6rtzAkKfgZGc3GIglfzHTFBEFHsk+K13O9m+LMERjXLpI+jIXTBAf9fq0Dztt858sC+IyAb+agAyT+zqVjHnkjfEE0nCex2djb2Rg3o32VJKoHa4wt4qLHXCw/KVAJjeTa1T+Vq9CNkvmaKFePHZre4VCnDD7xeulF+/L5a7zV9VwFHmLpc94DOYyap2byOBOBR8pMCcv0dnL8ieESjyD09M3XAVBCmwU9tpsWSpMcg3vHs/0PuGDx8+4Ha7UTuriTxd7WvcIJuSG+2y7HkCGGPKAarFT1R5lMNKPVvXyMmZlg+j2/UspYHnwlLmlNyNNPPelu/yZygU8/4kcVkD5YKfgZta06df1vXLAMZTwdFZ8sB5jmeG6RyDxTFmC/zEOW+vqEmlbM9R2iY79oY1FahDJ7AAAMtEG5ghWJF1gYwWkGRLUYT7jjkCncbX1iW9EWhwC4BK65oBcAQBwKPzDM4cGf3Ur1gWVZ/hf6oPZdggCbl/hvwBO1gZpyXCf76wc/P1X/UZDSH91/KunzmtyVSetUb+Dk5IAa6XCy79wrFyreHl5YbXtzf8zu/8H/hH//gf4hd+4efxn/2n/zn+w//oP8b15QVjP3F/u+PtYGHMOHkB7o9HteNx37K5B3Y0Qu7tmfquNj9NXLEAwECQrRAgofaRusNZXVz4gxF967jdXrD1DbeXG969e8epL8eBoubTGzEvOxCIQR3tUEAwPGovgCNHpbeu1wtebu/w6eMnvN4/4f54EJjuO7744j0eb3d89/Ej9uNRaZF939XiSbS+DPp5ntjPXel7NnEeJ1uW3K5X/OW//Jex73eMTHz69Ak/+sMf4ZNA8GwYP+C0Ba2a2+wq3Sqn2Tsb5V4uV2yXaxUGrfrR1i7oF7Iat8tVBUSsprtcNtz0s01p/7513K43fPjiA64anXm5Xtkqwin6auaeAiqtpl7Q+fO5e+u4vbuoEE2OMjpF7eqQkGM2tk9ov8aB1BjGPWfw4fYv7CUaZSugiLpAHZS2HEtmQeB2aDZzYtRkHH1EaUHdC5V3/9mQ+zvb8vPVrmm5/3RC6kMXxsFOXwbBJGagvhbprcyGG6AjaAXNBviJXATCWcGXcu7seZrV87DGiZ0ENTN96X6eTs3ZORpKzv/PMynn+xSszwbq1SkBgQ5Umn61g61r+pF8RDMQUSsmjw6tvZXPKobQBmJZI6Z9Z4ufUcEHajrI6lBduFMa2FPyDwPgMW2L7V4ZJgUq3jMW/ckHLiDAQVlT8DeU/m/RpIFUc+dA2cDW2tPErKr0z6yA/FDWhszY6t8mwIACk+mf1h64IcIlK7Vdeyff5Skxfv9aDKCY5krPYrJzKwnjv0MJAYMd7seCQXSjCryZUEEU4zy8DzO956sGjwm8XDqu1xcgE9tlI8FwuqjV07NYQMmilENkBQRllhR5/bafc1bur2f+Sc+ozGC48WJtw5KRGS7eWUHiesYmA2o/6v0y4HdHF5JpV7j39eet756C3fr3tEvumx0BTcFDBQGTjKO92jjLMKsZKmUeA2iJzFn1WQ8XHF/We8cptsaVibNXYEPbUNXOyxBcXepAa0Li4cayTXpirtg4tSHdF/Ispq+dydQ1QlHqZAuABkua5n2hNuD4rEUGC23wtDE2Bv7ffne3xcgEm1nkT18I36s59MuJhQlgnT4u8Js2gLOfki/Bkad6oj0DxjXNQEZRlzqeU0+9Q6lTMRGZuG4btusV/+yf/GP8T3/nf8Yf/eiP8Vf/6n+Jv/SX/gO8vLzDv/n2WxwPahKPcajgJTkSTA6d0ysSISYgPNNZERkfRY1SMds3XC6Xas8DTOdakS5COkXm1JWQIeA/qJfcj4OCeAiE3G+43+80npoDPkXPdoQzSHDLqd6i9GZMiwQuaPBw75eXG7748AV6NE4WEHQAACAASURBVNzevTCa1SXcnPJzla11h2I1B7heL5ergOMona4HzNP2NGkzGbGfg1N3Xt/ueHvbse+vGMeJMSiOP84Dx4Ms6X7O8XPj8cD9fsfjsYuZGsVI7+eBt7c3vL6+4vXTtwSk+2yL0gRa4EAoHCxCOSuu3tY63r1/Qeu8m9vlQuC4qeLd6RmNerxeNoLXraNHQ98uuFxe8L2vv8Kf+lM/j2++971ZQR4cq7ltLHDa+oa2NfUV5QCBy/WCaASipVBLF/StQVeq+AbFVnriCteL+lwzjO6vCgy3X+QzLa2BzvzcqT2DRpqsgTEkP1lshzMW+3Hos4GIrao/bTdsKfIczAC1UFoIdY4jXIWeAhbl4wBIOmOwEWTSbAMs0ZhMDirIclZkKHAvBhPTcUdoPaHuDXIi7rfrub27/AG0R5WmDxc68hNWh4tV85b1NsXAMP4bSoez/c1IjqY9jxP90metUgXac+wcazzkeMXWIqIY6pIlyP5Ew6zit7XK6VRysCWXC+tWOw6YaBCAGlMn3C1NUhoW2ZC5l13J4SrgGYgPacKHNMitXYAm2QhRJAOJk03pBccoGWtTL+o1DQMynLJD9i2poqFEzwTa7C5ShEXdAZ1D0Ac4W2HtfYS/zcVA3k+wGrdt5a/dlQLA7FLQOtwzNIb4vBb8fXWbwCIr8OjNsgLLXS1yapw41bYpdSYvFwbHnJF+YMPsPZpJvxoKhlsFLB1TEsbCSQ8cCBEVxEpuXeNwiX8v6ii5fR8qoKhdKn/fFLxOcopZAmUTU+SUMEJrtsP6jjHbE82pVK0IjdTfr2AWUf+wKwD/u/BNU2Y6Qvto3Q2I/B2Y8aEFCtTiJAJVKDCCjNhPRR8GoEN4djWk2pR1VBJAEOGKVqexIkBW4Twr+nWkSjCY1c4l4PQynbRF7dYVGLB5QzKzgKT7ja1AEfWpUyzrqGxNqc6ISJu9EJiOxp8Zy1nNXeOWMCOWSltjlNH1RXQxkvt4FZu5pHt88CEQAKBE3wBwvV4REfiDP/gD/P4/+2f42R/8AH/+z/97+Oqrr/Ddp1e8vb7qmeehcXUkwKbp1k02RZabnYL6F7LZtI9iPM1i9mU2Q4g0y8PHvV4u6K1zMouq3ffHg45N4H/IKZySRxiAnueBx+OBfee4sK7535JJlXaSYDpqskgZegUeEYHH/YFP373i//mTP0a0jtvLSwGrZy2Kixg4WWmc1E9SB3xW8OIIlylm6BxjAm395IcPiYSKD+IQONjqTrvQ44QmdJwn8qRe9DhOFR8dlQI9k+wcUz4GTwYMQ02g6Y5HrefA/X7H/rizAu+gc3v37h2++/Qt/uW//L/w3cfvcB4nXl9f8d13n/Dp9RPu94eATgiweCayzn/f8PLygg8f3uPldpvGMq1n5LliSl+To4JR8HZpuN3e4927D/jiyy/x5Zdf4t3LO9xuN7x//w5ffPEF3r9/j9v1OsGnApfeOnCBpnC81H05jgOPxw7kXixk2QCxHDJKZZDHaePvgjm2V3HK6xxDUTqZoTEGxj4wZ0m3z0BjlA1BuhBOvd5CTXiX3ytpDrS+LWaxjz9vDOzFkEbZTB5vOwcDJQOjwEAr4Dxy2p++BI0IIO3QBFyKVcpZIMl5vanq08Uh6+dSID/knG0TqePU3TILJuCl8I9AM7gHZx7wGLUQoH1aCwDF6srxlv4ZKf2e5iIvd2LkCYxn36iHISt4HNTtqaDPNq1IiCoAmnrOzPysFZObdFOz9/SsQBWiOsU7wbxbn3EfI7O0bysz6zPIwGZZb7BRtD/StndtuTXb7tivzs8bp5/Dd32Cca/7fEsFXvU7WYwgIus5XTgy286hNrLkXDKCLq5qzcBO37kGeAoieAa51ymyya7RNtcgsXn/RiI230SdO9loA+OAMkpNRFVaR7gQCphQbEpRlpXJJVj5zK/YzwSgvV6CVUKa2lMU0FShLPQMBvBBOQMLzQQSM0tmAoP4QLUEi2iasBNwBwZFcNLhFiBqAo2jFtgtZRyBu9py5ABOpZBgPVinbkQOOs5ehmNN4/pimKblHy2gTRoxf49ZFbdkWD/LCzRyYO01PwfEfzZZps3O7+dIAaAAsOg5ntiFUQs/2/jgs01ej0dWpJfp55P2RAbA0w3c40tPVsbF/z7POU2iBbVzj4d6f21bHVAbwUprQSPAZDC4jlkA+XK7ITLwk598i/088Eu/9Mv40//Wn0FEx6dPnzTCsFEPmWIwpDVZZ576sgMoeUFFNAJG1Q8QqDFPa9PVFIsQadE6MC48g8e+AkSzskxZttZx2S6sgt56fde0GTxfHfNC+XnN+p16ltYatu1KbeCFTMz+2LHvB1pveL2/KeXvVN+JgaERfkxz2Fnsx8FKPaDGWrq9RN8CW78gYvajrApPWSgHDk37F00zr2PMFIK1owG0Te2O8orbbRYgzfRfQ1M6+na9ziIfMOJlP7l5ll3sEP0yC2aWO3i9XPHxu4/4w3/9h7i/vQHgmXh7e8Ont1fc3+44D68RdURAk+50gjWDfe/H4/7Atz/5Cf7wx/8anz59Yio/Kc5mkRWzIlu/4XK54eX9e4LGyw3XK+UK7/V7V/UXrVGRQbby/YcP+P4338cv/uIv4wc/+Fm8vGPLput1x3fffcLjcS8ZCwI2r7U3NppmOyJcSdqBzfoyVMDr/Tr2HfuxI/qGrvFxmQI6ZZrsnuzMbH83OZ3TF3mm6JLV5ufBYGcNIo/zUOq+YeubqzeqGscOv7IYrYPsV9bzmIndpIM8dG9660gwddpDacJip8juEuzzeVO6d1tT2gsB48zpY2h8y7YGJimQSGTQifbtAnfnsKNrzhpZew9VoGMyhxj59M4OlgJAjKGaJc7hLdsOsTZ1N21dPA5U/YeV/vedZ3CLcsgE2wbAApFNBVFutM03FrDLmc5fGNxqRZNzzrPBTELEi8Bjkz9nNf/04WGAiuWdZIcOZ718TmzL9QJuHeS0cqbeSz5gBNANzNJ2xY7VZ03gRE+RIOvlTNYYQzK31ddPMGsjX4Gb3tElIOyLKiJgCcYmp9bKzmFhi9eMHuzTMwtMV+yQvqVZNpw3ECW5Ytah1bWeZJCu4oDqNFpNsoG0jgbpBvtrZqTOgMvNJAtiv81J2tUIZKCwSystKp+9tLYxya6AU+fwTQUwO7/Ufchqx+MtrH1CnfvlN1Pgic5XtLqqy1wVdZ6jHn6ma4xynz+T0YX0jdrEKgCBV1nUfw+UBr8AlmYzjnm4HNHM5uH8DlO8K+ycdPDnDapRbYGgg0N/IWS+fIoNASOAqfeM+rNZnQ1gjoHyIVjAucHmSFUaj8H+aezlgGpjIPTqtXTFtmdQO6qconL9HBpulytynNgfbLvz/Z/9Pt69f4/jPHCXzm7rGzV4yRYx0TtZP3xWfeVoRmtDMS3bG5zabDIxXP9DQDcyMVqr5/JlGpm47zuAxL7v6mAfbEAOtYAaJyuatQXUYL5NXZz2jIGT5BPZ0QW29/0OjyB226XeBrZ+w8v1isdx4rtPrziPHe/fv5OgWvNnk8bVwYknDfW28Xy0xBmsTn5qdxFk5o/Hjsy9IlYHD4/7HefJGd9966XBmY7TAc1JR95s8AgwUujGIM8gunWO17xer7hcrkrpRBmAcZ7lzH0GOaf0xgBFxs3SlNYavvrqK3zx4YtKTQZDbxqUYf2d0uVydI/HjnFKLnIexWwCwDEGjscDH7/9Fj/68Y/x6dN3eLy9Yd+p79yPswIWbi1j5nEOnPuB++MN+0Hw9+1PPuI8TtwfO+76jHMwOHh5xxZTf+ZP/xJ+7ud+gC+/+hJ/9s/+Mn7ll/8svvziAz5+BN7ud7gdyJruahnwdCLqJEf1hWzRsEVHZsOhlkelacrEcbLFyDvpRt3r1M7FDnwIEUYsbUCqc8Ko1joGsAkAzsy0sbQcWu1qIxk3XCwwU6prLzvMU1F7muDeZ2vYdbdoh7sC4VPfLaYRqIlKbWmL4rM73QuLLmHgkQLQyaB79uBLSQ6mlrpkN0QICABb39SHLhz2IFXs6E4BSFBLLXbrzIGMxIY5Ycmhk7t11FqVj5t2j+n5DQX2pxT7SVMmWoqF/Jb1hDTosgutbbB+2WyOQR47Z9gfug0d7aenwXD+8LDnebLNPrO+iw2ca50DnL6jglHLwsbw+N1NBY1L2hPJ8zpssA36U8AT9b2nR9RJU0I2cBhu6f7al/LcrATR5rRvxWmD/T7h74haa4KdFNidfhdBRtdrEmiouVPPwGZ+boG0Z3IIkNwBA5wepPQ8mI21/IN3Xv0UHaAtKWg2bp/ZWBhzmDjRmSjEman1A4AuEKxjp4sqLI6Jf7wKPJNuQs6s2InVrjkAirB04JmAqYXQf4+l7mSzODcqhYE6LLNtztJup5A/tAhiHg2glsNbD1iHWdu+/GwZFQEoz70NGYIthG1n2VZ9Lod6zzz+FOdfkBu/K3PdgAn5IjSXs3d1iI96nonJUQtnTZup8f+/X8V6zS8qfYEjypoksu6g//5Y216Equ3489sFCpT4d+c87ET2Xu/jc4cTdbANVC/bhtfXN9zvb+it4+XlBRHsjXWcJ51hYxDg0VspsGsmx5pRz4j1F2aCWqYmejvENrrQ5VBLjbBcYMw12S51H04VyVgScZ42oDyjp9NmSFQW3Rqu9jzj3OxuFTnoHHsklfVBPofHceD+9obz3HG7Ma1vVnBWUPL5u1jwvnXk4DhDFyRZEzr1S6m0KNOu/rutNXz69AnHg8PlG7qCro6AmN7zIOA6Dnz48J5AfcyDdlirNpaikgTiZCNd6uteK8DA0GSUkfAM8nqzcmYpJmZG45eNDqWBaY9N2tD0+fJd0X1b1yoaAdZ22QS4QA1sZQFaOXbkqHc4kxIApmtU0BGUztzf7vj2u5+QpbwzVf94PPDx43f4yU9+gtdXMon3+x1vj0/49N0n/N7v/R5++7d/C2/3V/zwhz/EX/+v/jp+9Vd/FV98wbtyf+w4tIYAav46kJozbgDAsxOape6sAjMM8x4jGm4vF7x7ecE5Tuw7HW4TuEFMhxXQ3ZaGjneWAeCUiPTJHjSNDsxFB+37HrEUnNiWn5UBKpsewJzYpPXX57ACfN4P2xqzOPWdi0HcOmUCtvjWAfo7GcgqM4MoGwHZJ45ks7ToeCq6yHRR1FltzZzJgN7Rj+jfa3W+1yphPvvW2ErL9uQ4mbLctq4zqCblmP7Tz5k504Ie51f6deTTulj+tW0sSIMyXv5za1CjDLcY3FxTxbNQZTJkKGAtx1Dfy59VKy3Zh3NYz+rvyXpWBArYMINIW1v2S4FQxGwtN5BLNxYRKpWSfQZnhhdD5wmzpmWSKfJPXaMPU3s1ZIu47qggxKSRp8DZ3hgXuB1X752V82NKrmAw7D0q0Dj9zArEzMBXUBM+F8oSBVl4f6ezF14f+/JIzNGbSKJrB2s2m+HzDK2pnweIEPBNBzTcu7Bt9JlvXTInscxLEGc7TSwiMtDZX61tSQDLpsumwalqX/HTD+ZIkAgVmMwWTwBYcZPP4soaum4nUOBTACMa3FR0jtPioPFQzqYoUaflWqCN5pZ0/MyYF4HgwIA36gFbyzqgFnZPkXDUhkZHpe+IGmQUPS6qQOMEcvPC2WhKh7K0qMiEqPrnw2ej7srNWDdwsUyBQHSmiBoCh5k75zgxnUMicSRF6858DU+Z0F701hSlElQd547H/kBvDbeXm5r9sl9lax39hdNeSm+ykzGKrWnmK3DpZEKP88BQyqpvXLPMeVGsfSKwgJhjarPyWHUqDTFGpZRaYz+0U2nK+t8gELq93OoMIQmANn0uG7qGKpc1+eHkxJLOvJbOAVmU6A1nDrwqRb1tG263C663G/bHAw1K158DZ9DuPjGvY5BZUko9RiLj1HhDPcNI3O93VRNfCpA0SQ+YzlbgA00QaLMBNjWHO969e8/0fZ5kVUPNb+s8BVwpUGx8E+hpLtDieyIZ1GzSBJotvF41ykqsZASwYUN0YN/vuL9RX3W59tLC2vj6fpQuKwH2ceufGSNV0LfZjqpMjPZkpuaGHC1HMl5UbNPedbRtw/v3X+qs9ScnWy19xKZ/+/Ej/uSP/gQ/+sM/xN/7e/8bfvs3fwtI4G/8138Dv/Irv4IvvviA89uPs4gkgiBoY/ByyngCiTagXqYQwCADnFBBCy0ZLv2G6+WCAPB47AycKkzVWnwO+gCOBHP/NQOdy6W01ghpNwNM50M2rgGWCLEDhvdoFKCnFEncnLTKZOuZJjwNSMS4cW+5HqvcxkCvgitwkhOgwjdpyl3FY813xPreqLMzNM3nOA6Mg8UMIxKXGlnayEKPXTrsjo7Qs7mh/ABn6qKeu8AUlMnJGbgX2B+sRGrbht46jgxEJyBosF4X9bPnyT3f+kyJDwPdNjM/BJjS1vcOxGzijzozuQDfmUovQCAdKpvXi10OF5MqMOsToMz0JkRczP6LMJh0keKYgV5XwFiDE8ygB6UxDDL8XKg6hYjAJcWOY94RorOQdKHVb41TnyH7XX6xsSiSTDUlU2jBSWoR077GYifC/RyjcIFngyeYds/Wl8IepVzT1dWzmHT1q/xJ6XVjsDqakd3sfmByKanD388T0SD5krSXqPhQazoA9y1urWBLtASGzmUYt/SJKJVsd//UjGRGiKBIdmfwbNsDJPuT8mVC+0Nb0oTFaGfUb1PBXDXgL5BMgNskCKRd7ET3TloxDy793InPFnWhi1fob2TcXPVjRzJglsD0LXQJW2PKe2X69OTaoICd3xiT/ZtpJEWgS9Wfv2/VqCBmlVvR34AOAntFth4sEgCR/HooaXx1EIsJtCAX84LUwuig+PusrdFPeQa113oKx0MASOvD013tYWwIipnx85WDzqpeBjQRoU/DjjHqvw9p8frW8fLyjhFvenICKffW+XdccEGHNLCrIvUiIfGQBqi3zmjqJPMTwep7MwS9j6fqsxXQ2wGWkafrY9sfzIbXnsYykuPntq0tazNTRCGQ6ciK+sNdjtE6r7kvyMTuSTfHicvlguuVTpoFVU0R3WSPu1iCx2NHC1Uo2pzo/HruJw39YA9FsXaZwH4c8NzXy5XjGI+D0fdte3mKWnvbcMQpcCdHJyNLVpVhg/++Hdz1muj9BmCyrY/HjvvjUc7qJYH+4pFyLCIJJPZB9oyOg4z22On0CBouYpMDxxh4PO5TQyx2jmxKYrSl3csS2Xvaznkc2A8CK7O4CEbChwvbwEp9p9zJSNKReu7vysb5nrF90ztcry/4/ve+jz/3q38OP/uz3+Dv/J3/Ef/7b/82Xt694K/9tf8Kv/iLfwbvD57XobtCOzXgOexmBdbvsINOoDScDGA62sag5PG64/F4VNDIsX0Sn4vNcDPg1Jojnf4VAOydzPrpqnAoEBBrsW1wA/Ij3UHiuVoZgO5hILBVMNoS6C4wQal/eBfTdlQ2ebFdZhJPSVtGEGwxZpAESfs0xMg4MW5GBHL6NGUTyEU0bF3g3WSGbEGG2LhoUB8SgUUFpsCiDRRoGrMYw7bhPI4FdM8KX+de+fmz0JKSjMnANhEiJDwAhHRrdpsqTHRGY/VZqT+vaWPhNHaiJ4N3s7S0951gSPIns0n2U8UO5gJE29SyAaDmNHJmxCCgt9hXr92MA1Ozpe2fpw1lH9HJWmbtoYse55rWOmtsqbOI0Vjt7sDPGS1r+LyWs8G7ffsK8rgiXlMHJ5Q6zuHY5S+KbcwK8j7PlHK/dC4hvbmJDsz33Pcd9/sDQDJLxYeo/ZmfJZIDi0zDPkjrsr4P3/NZNlNgVAEfAyK9MywfiPr7Zn7rvjYHhVHPUKSYvtvPsy5EjxngBwKbm/ee7gqnL+NLakkjq/KNEfaskG0NNVMaQqnFpNUL+OHr9QvxT8yVjNSMsHgDFrYPep5YDAUZksfxQCBwvV7RMItKQqCR86MnO+Xom+zqiTG8IFpAt1rR4Z50thd9EUqHnmk+NGr5fchHzH0J1Jqs/wxF447EfGBsaM3iOvIG5lpvmuO6Vm+7xUzoBNkRIAL7zubbrBa+MZrL1SGEANrJPoXHAdU54DwkRs7EJmPN9LMuRVWUyTCPWYFobd6qA6Jt4jmwWP08T4zjVEDDd3y5XrFdL2xLI7DssZbzTIlpHUlGatFLHdX6x+zW1A7lmaro5ehAnlWxTOeJaIzCffldZc+P4VqFjDscBXc2ju5dadfjxGW7cJ642kdEqnji8cB23RBDAnFo1FoLxH5iqIIyolFLK4foKPPYD2Cb7aF8/sm29Vpzs9BAVMqTjIPfy8GImKbErAAWQ9FC878r9X8i1F7j8dhxu97QWue8WgFHA631+dxBgZXTDce+4xwH1/iQYW8Nj/2k9nAcoCwycLsRCB/7yXnllw07AhelSA2aAEffqiWMwMv1hq++/AI//OGv4xwH/tbf+u/x93/z7+P73/8+vvrqv8AXX3yB+9srHvcsgGf9ZmsCKXgGZEPvl2Pg8Xjg7e0NvXe8f/8euTFoYQsrPGUWUut3nrS+XWxGIoHW0BLw2MMBsDgmXeAF5JCsBAYWrRwRif4ltQbUNB0oOPW9NzJ0d4RTzFYLIFpXNbVUguHRheCZSCDHKbJBWq3qyIA6t2zvxbZrF8tpkPA8ZGY33PXCMqJWQNuMaLRAjIYmu9w75yGzDZABg1Rf+u8IAONQQY6yHIBaZFHK0i+biof4++M4lxZCAg8CvnUWYPmKSIfw1BhbPwNNsWf2ZzqLDEiH9JHtea9aIDIw5Jmr5yZ4Fw08DYS5/myvA53HcL/OHALbmi2uota6/GVBsbgx7u1WKWD772cgk3CKepFzBc8JdaDz3CICl04NtyvaMxNoQEev7IMDalaI//SUoZm+tQ9cZGVl2z1imED/GPbROv8+I4XglgkewOIjTHSYZAgvj7AQsB/0cVtX6zETE5iwJXMghlnhJoTNnKLBOnTfQ++YsRR8poOtrHvr9fa5bxuJMP75BLeF37pa+RyJMx0E8txO0CxxQDI4b8p6rBIIhpweA2aHpCiw9UAOU+aTJTJYI6pvYPUTv5CNTudmOApgemIi/DEO7fFSZaYAxFVLdspmw3QyJkLXorgiq7cNbt1xnkxTk31wKf/Qng9qDAYX7QyORuL3NnRR8ZPJTF1GOwpuWtNzxHJR5wXjwS6NWwN6dBgn++IZoJsuppi3UTyuFCU1Sa1YOSQqfeBflTZ1OBKJ4ZOtz8pxol2GKu1sMDsulxsPqYZzmMHIVHuZwwxsR4+OIc3b5UJg1mRMx/AB7rheLzMib2yrsl0vauRMp+dnXsGEZ5E/Hg/qKyUj6J1azMv1ioeqePd9R3RV8y/VcWMAEQNxnmTkHIVbtlDpdLfBmRqpaqZ77DiOfYlaHZ0JyCs10DaOJuyt4fH2VuO0eoRafIj5RSCd1l2j5HFiPzS2cXQMJO7HjoC0otHwtoC+YimwPJeCKDrRXvtCsHxoKsLUSbnauEsTa2E8GxJztvn+eOVeopHVlbF5YJeejhbxIUDkAiIzso3NUamZBSu7EVHhBMHJCYyZNThPA5OYd9p/JwK9X5E5i2rcK21rrKI+HgeykRnx/O7eBdQkvxnniU+DLvPrr7/GX/iLP8Sn1wf+9t/+H/D3fuPv49d+7dfw7//Fv4Tr5Ya3O9nPrbkRur6zNwY1Jw1/JpkmPytkKVpQgtCjVyaggkydpROcVMRZxgE0t4VRxaz2lsVjtA9McdFgsjhbgMUFIsqcDFVSVwovh3yV07qt2pUwYLUzlswnpcMEnaNrb7YeNScXAxrtJu1kc1FKziBOvqF6xUWyGwAMBl0hPFO0mSlmuXPU5KI5nQxllPNngKT0dYTYF2iiSKoYIWeaHFP/zPeUvUbWgIBjDDJAqZZWmD34DFrKBqeZSfc3tA8AECrsEUsXCNpmJEkXcHpQiGbJcSCiQyoxBYsmOOQPBGoyBrLPAMG6UYPStSeh8BL9KRKtKrkNpvRfqtxn+xYUEOap1A3235V/qXXRD1qKFgJyJ5wtCyAa39G3JYBm6UC16CkjB8vYiC+jem+61dUEsbNamgUh/PDzZIunLPJlMnU5uKvDpNHTihjAew2mnGbOrG6yTQ3X2xWXypTAm6dRhudkpUX0jBWQg/fZ7YgMgsP9MiugoH+zLc88ldlhASrHpdbS+WhW0SwUpE1LlSU9fCLH/BcdFugop4AuC8u8SKbERW/7ItEghAzI0ozUOCXmgpoNY6PWybyZmvVnTDbQ9GkhIv6cUwsgMPBFrwuyGJmABNnbpn6MWc9hpGVRp9/pdAPmRLEihv0p8FQJ07QRrsAcM+3AFAwAeKLObNuAGvFU+wBrQmc/SbcnaAAHguohZl8r9kQMRNHsc63X1L3XVpdHutLQg4/zRC8APhkmt5CwbKBF4FDadqhCzNXNgPeMzrpF4FD6zMCsNVbhep+dQuzbhv1tF/s42yR5zVbht8HBzWJy7fn59DOHzkZfLpKrqYE19eUdYCVx1OV2tBzLmRpKz2eeBbC8+QX3k0aUk1YuxvMUfTcZbaVw0sBMowDraVLtbomkSqeDzEqZZZpRmFrIaZBRoBqISuEaNI4xsJ2s2GRKeCtweRzHwmSH9oznYN93jOMBINjyCDS8x35UFwUWVTAdbU3otm24XjRBRvvddqYBe59p55BF2I9l9F10nIPriQik/p7POau6N4yTjbS3bZta1OsNW9+wjwf2Y6/vWcFI62rl1RrGSQbz228/4ptvvsYPf/3X8bu/97v4p//kH+FHP/oRWjS8vLzDTz5+ZDFKtPr7xeTmQJ58kwL5IGi+Xq64NGovL5crnK5i79dcbIeCHDMoZaBD6b7xtAbRAjW5pjFlWWBMZ/xURb11iFvruN6uAII4V38/G7D2arVPyZygHDmdJ/WdAx2B1rKAHKUpnD8f0XDpz30H7YAZMNL++gyT1BxqmlCGmQAAIABJREFU/2XHFct7GyBmSRUAoF1mIY/By1PFuYJI3tRYCjvnHXdQT4DKwGAoIG9pu0xjTxBdsdLsalH32PvXCrQBOfV7lizIztlYKGEJ0hba50bH7DNgjXnYto+pz8tMTQayrVuHHiidmln2flgrHi4e4YNY3GT5fIGGJizgtSz/bZywECDLenxeXV7gurDC9KMRofdX6hZZk3pK+x2t9g/yT/aqZIOX1DWmlt7p7jkeefr1Fk4XT5QCeB9rC5VMEtu5/ByWOIv2+ILMTRmm2RO0JvyMSXiZWGgO0MbyBEUoGXtG7fdEEPrfCipa43/3JUjg+s6iPsYNJ+gL5gake2osOIX/0/7UGk8juVA9wIltgKwAH1L5SJANqZRi/eUstG2JtxdjBWnV4kav60ayT6mTJLA6z0STA8lmXQk0AgggU+kU6ALs7BRaw4YuPZp0SHRvHGFosNWsy+Al95XhQR4yOGrgq5NRRhw2hKMOGB9HVYe6uNsKNOwk/L+WC7XvdJqXy6VasjD6nSMWp5DdwPXASFQT81nt6c1mZL7vOxKBl1svYF+pLjXdoqE9EBjobQLOrqkfnqHJvaDxGIlqdNykrbOeCyCgHOEqaP1eULsy4LnZZzlaO7ht0Up6P2+3G9Mk0vg89gd1ja1Xy4YmTSUdoKdEMMU0MJCd/Rnt8FGONgkcsU6uCVz6c/o/Yq7vGmnyXYE4uW6PxwPnGLirB1kE14FaZAdMQWA9NOUHmqChyr9D1ZstArfrhuvlpudWdXk0bNcbMoBNAK+lU3Udl0su91NMr6rf+bx8t7VB8aj+cJMdiARwzmbyiYFzAPuxs4itOCjoczuu19tkn5u6qSZ1ki83lAM4x9DeuBr+qAAJOg+nJQAC0yPUsy5lIyJw7Ru2y60Cv94JjAa9a2l/fdfmzykqJH2H++MNeR748sN7fP311wgEXj99ByDx8vJC66aUPaf2nLPdk4xUykGlKtQR4ISbeCmbeAwNGYjOc4mcve+GDBDM0AGtbTU31r7COi8nJ30m3azdsgr/BZ7rwHbb4FY/57nLdgAdA2csfXEF8vgKArQ8tsyELO7VPqFkCK0BZzyt+ZQoOMXHs0Sn2THOxOPYkYOs8rZxD49MMehARsOZwClWe1b3Qs9L+/w4FQSpTdWCU7jdI6vYaetN2nGiZ2q+OyDA6/7FmQR0bnKzjnRsCrZ43FLvxm90ILZmCAC1kgsSEbSjIhnE+kYm3W60+V01iEMwREF/oItBEjgFMFxAY2KDjIjOWSIExg0MTdxkBnpssp/0i2jjs8lHtJ09qLsfY+B0yyKF3ohlgEIyu1V2FFFgkEEX+9wWk7kQH5EDZ7LifP31BFKBkgsYYLYIgeQogsM4xcM6+madakCRWQEzAliD+QmaZIbqvnEbxFI3AtAGWBfCZ1Ez9NB41BGS/JgY0PlFMgBLDIyY5XLmpX0GIgJNhS1+VoP73tkKzs/pdYqC+4vJ00mBQbaDqZJcTKBvAoZyOQVfXQBaQH0j+Jy6gRAAY6NnnkQ7JV/I8P/zoV6iAGXIn/RlJXBNiZKDIk3/qijVTSwX4zgZptksXMe/tjrE8jwdRIFBOmmwGrjNqm5KLsza6aDEjBa4wFyTBka564EmO0CtDbVGbW7CooXxE3tTynFr4/omxlUAd2n7xIOkC2mdjddl/az1FwEIPmNxpVOA065kPXO56IA0fw6a4XT8bI+BQIndx37g7f5G8He5UBYw1C5jsDqbDNKoohTOqt5oNCqSc6qJYJPReRRTd6qpMACcjWm9ajvkYiX4cwbujwcSiev1iuw5ge5S2cl50ZwyEwAumqZj4GpwZ+dcgYq3RQaKwugHGUqDwmTQ4hSm2SM6mROXznYcQ9qncc7iJu63jE/mDCag9G+bKRo7Uo/UM2t+HGxqP8dV0SS6CMdSBKdy80xkb0ukChWsxBMTrEo6GTVKCrK5HYdSpCOr1QTAiJvP6+DHmmUZ5e5qy1SVqhqn2ziMUQD3TKCh1bztHox8h9uyKBpen5npKN5o9pBUE+ttQ9OZu2wXfPXll+it4U/++E/w6fUVX3/9DffXFmZgZlqAWmvbGxjEK63dnoIlpoaG2pSUMVgvuT7nxEBYS9jMxGR9jxtGz2zK/LXaAzLRW80nz+Ws0G4BiOkopvaVZ5uM4RBI0c/12fLkOUW4FBKOUcVkdFh0jr1tAi6UL5zHQ10BpC0M6WqX9wCGRow+JlMdHAYABRuh6VR+/pwGUp/j/ZFda632sDtgrYzRzPKkQdkCavxslB6trJf/w+sxgaNcZH1+ERMC7dAdzxwE32BGrOkdRi4ZKqgPoFOyYpzWxKpBpt3z0O91uBgoJ2hJrXWLOkqJXP6bXQSgoLsrEAiBtDl2D/XvMmNBv+hPmlXhM/jO0vbZ6WTtgc9wPS/s36c23lIOE8y5PEQ15W4ksPin7o7KYKhslP5fVWyLhef5WQNySVPWM5pGIJiBkzGLsprVcxcTEPpA8ZtaDQ3pbRb0EZaZUFsY6FwCBp33tX7Az6QjhPpATFA4T7S+S/5pW/p2Eg80RA+HBwoqiW229UMjlJY4Djht8dRv0EBnMFopCnMBQ5kcN+aDXD3dHFRFk1DTxnABjlgE6QtopEEaYi9ajYiaVc71Fl6JYtuAwJk03k1sI/sc8b8r5VF/z0U0cwNmWnweHCzIf860NOCd+1JszgpMlJ7vfYrbEQSJ3aClAe6CP6BUD54LYGzI1mITNuCOCUDHqFYEjP2ptTyX32MAMMA2ADKeEnRHuHJ5TFbKEbVA1WxpQB1WVSIHW2Ac50nj1Tr6xs84fBEzNfrtUewUL96YmqmcVcLWgPDCt/rZDPWsqz9dz632sknWcFHDbjMRTomD9r8hyIutAMiGQqCn985WRAIjrVtfS5DbekPfGjz+z8bEDVmdBmD1u9gStZ4IOZ9DKceAxqI1g9mj9KD7PnWG23atBuBM8SotmFjOydSwIgK9gVpLTbw5zhPbtuhvJDWIYLujKeIfuO93pc8atq7AqoJF7nfKWQ5F16Govy/9CCeopLOEBP3cMgaiZFB0VwcZ81Pznw0mt02V6eeoykfPNt8fPGO9N7wTG3ucA+9ebvj6Z76H3jp+/OM/wsePH/FzP/+nAIE/R2tjCRrrji+/nHZzRaWLWspWpIO6GRS3plTdmHZsyDT599IB6MK6rAE95Tm2MfzzCr5cSGNToP92/9XVxtpZ13eECooEMDyNqu7EAjjNXK5Zgwh1CEg5QEkqaqpNhNgZVuQbkCEhJvac40W7W+FIX760cHoKoA3yCnig7qJeCpZzujo2D2mzYf2fGSKzf7M4oCzJIoNw8aTf22vj75PZ4L0lkhDzD9oGg75B4+OuDUzja9/SUhbPVZ7ZCvrBUBA9tXxGtG7ZOAmSs0CjHhF2VnUWjDFpfIXrTmlj4Wi4AHREVjP7DCftnwE3Xdz0rzPF74dg6jSQ6AFNw7HfaTrjJlcaQuNk6XPMxgLuo8iReUvnj2oh6Kr2UV1eDBoBZ3LqVgtoTQb1eQQlsEpKBsAsBUa159uwkFeYTC7PTEeDRzCChMIpCRNo+2z/hmzuQKA5s6UVnuKMqMym4O7MkGDaLPpOs+CL/ADSNctvU3bVNT5zzDOWgY0bGhVpHsch3UnCY3+iLocBwtBh1uMJ/J1n6u+1ckx+ASQWzZ8oUIVHT0h8iQZq++IzwCQDw+dZq9RWY6K2CKmUQl8XCkAJcietG8FDOc4sIXD6WEeAUXoCMacGNLED0eeFaI3NQGFQ26fhmdqNEFhpBcrYb1Fidgxl1wMx+J5os5muhQKOKv0OVVUd6lJPL1Saptao6z9PrZkjLHjsmGyOgwGxOmOwyu3EHBeXuXyfnt2gbVPLpeOEKHlejsgpEkfM5q9C+oiIisI7JlO9AtTVeZmZg/78etmQyDqbPE/8xq1taJeOy/WKrua/SAqLvSfuGZkyylvj53mCBI2FlOvJtXczcT4TK28DUMXpTB9HAamZ5q+WIXLOGRyjGA14fGIR0FWO0tMF9l3AEcD9ccfjsUvjSJbrfr8jM/H/0vWmzZJlR7Xg8r3PiYh7b2bezBpSmVmDKktTlUoqUZJAhRBIgOAZArWaD1h3f3ttRv+p956sn+mLvoBh1m2gAVVLD2GA0AAaCpVqnitryPlOEefs7f3BffnekepOM1DlcCPO2YP78uXL3Xd2Vsh55Uaji7IFGFLGaOp3kIGu1SqAFS5ZAGxCRW4Vu/C1nWdFmWZ7H61ezOP3OXy2FcJtptnWP2dI9slTblNqYdGCC829GbWxMgnQRTB3gDF/Tk6DaVaoAdw0GAMxiGDE6Gs1efWsAc0kQ1R7sMH9/v4+hmHE0bH1ysw5dW0r/Cu2bJKnK0Wg6kVeASQao8Fm+gKx7wPsLoJaLQZtxqYGi4Lt1FGFF7ZQfweK9RkcZN8/ZxRFosLb3sWcMs+PiMupPSvT2JveEhPMN+BEG8YhAC0t7T4iaVTH1tnGIZoDJ7CkBnoVUhNjv52kUIDO2pg/c9RMNxalLKYDhUALAu8I0mkbLAEpPn1Ig5WGZ0jQgV87Y9uMaiMENIDgXC07lBIJkZ488bRoJbDzewH2o9XmU3ypFQA8WGe2I8F/zgkGa8ptOjWFaarZrLtWC3ahbeRgP4eY4LUHjcyKBbMmBFZmjxIEk7JhdMvo1Up/6OttJ8XOBhyI+R22zwkPa/+STkbg9o9e1jGCdOdQmJlSqHo1fcBtOHFD0Mg7GMneeOaQAHSESfREdEDP1mK2hgYEI5hVnin6Pe+NiWRBrWOalPjpfp8aCm1nK6bqNbvX456tgEgSqqg1MAeQtU2Q0+rTtFJjEdlmUODnj77R18WdVuAe+67OtnEQS/fbAJfx75MBR/hWkL0w/QSImLZAGVlEGktoI4F7kGXr1UWD2+tnmpxugUyT1dizHiA0YbFHJnEYXOkiPAi6vegKH6vG+aXmqIqn9nggeaClO3DxvBHkM/qvQPaD7yng5KyRVZH6gqPR1hQA87MaCM7d5nXg3XU7eTAmpfoFQsfypq19QVwkA1gWmdpfGLOXvA8V0zXFq0Ij/dA2PNooaKnBqEGcQaIz7ZaG32tjxlKAAq3qzcgVKbnzcx1bEkGdbY1Y4ZtTwsILayqDGQrxHRjSabWCmLZJnDZTeX79KVlhaDtte0ywyBmzy+XStTK2H3P1AqG5Yq42uUWLsXklWFlqHptRpSGgptNSqU0gz2rgeZ6xXq9bmtCdF2CtSABgvV5jnicsV3ZNZ5+fzZSa4aaWzmSqkM6r/3c94wgYg5lT/jVWrcx2hpPvJ2LNWo85uOMwKUJyzagDJd+n+H4fMzh2U5o4ErRUY3uoics+5qxWRcpWZJXEAJCqtehgYVmv8VXvPsD0YIIX1bmdTCljterS4vOM6udIJGG1WhlYF2YOEsDAlr8YCAsZg2bwAzTAshoazBHfNS5JsOaseO2nZiRpPe/4s6rYCtRoV5tttPNbi2DygEbEK4FdlwpN0YkhetHRoQmDcHh1McI29oWQvwY6OkaU6V2z5z6vmT1RF6PbFruLBhxNGlImk2rMlVOTUjx/FPeJZWDIkocN6ORA9EnJbQnQAAKZX6QELd3fV7ZXt4COZ9Y6WIjruVvhJKU07S6ZM09qPWxZlGg+yfcIBoyqagciPFMG/l6sEKXzL/QbBAA8f3HOG2wiRAkCod0JxB3UCKJ9n4UEijfW97srHkSi+952TFp6lv49XKQam9oHT/wZPgu/n/ddspMVoQPn+/hn+v+mSJ11n6kANcE8084O2L2RFIQH6VNV+kyALXCsNVHvM/mOflbh0oTa1rM9R4dR+CPdM/YhWKxDrTENKQ+Zndw6P+qSFye0AqjGZzQfKGLV+c2iE4OpByLSnqX7P6DhEsDXJLWCLwZH9rwKOHsa0N7/Y9BiTFbR2V6KKck+Ak4Iw0wDYpoEBvzGQixSttJubXNL+4Xr/zv+15dYWHRDPV4nXqBGkpvVDqOzciAIFPR2ulRrvcMK1TKbKLuUGQtS3YpA3IwuoppNeAgMgM5FffOsVUlVcSbBaFw2Ro6NIkibK5S4V1skr6rRzoebxj6FmlrPN41DrgGgeC4NaE6+kg2Usm2DeuQBIBhHLQV1mpGUmkUeGrj2MyGlAVUni8qSsXXL5TIASq0Vk0wBiNQd8sZnDK/GhceFamysiM8K1VZ6J+KslwGSwXWRIqZTJAN+ZwBRt85W987OkqsbfVWm1qwoQ5NilCEc5Wq1BJvv7u3uGLhJBt5Ce+Tnu8wF6/Uxjo6PcXRyjPV6HftcVaPv2JAzErxAgXuSZevZmX6sxfZ1XAhjImvAoIrJW0gM44hhHDHXgvVmjZ2dHdeuMfpldbrdh2EYMOTR2kikHPvFs2KZgQmChKzZ+9qZfhJ1bee5KGTgGXZGzcHvNE+hqbR+ijZVgqUZTKHZbGpztqOnkrGVSk1IpWCzMX1tonzFyzEEo9ugPp1auoCRQMdST1Mp0EkxlGSyhWT98XI2Ub+lxgXTZgM2UGf7C0bTw9i0Zy2LMUC0RKEEQRsBrALQMvs+jz5hgyEK7xQD0eT6V/vuUism19mmcYgUGxkrYxIbS0jtolu3xp54EGMjEBlgKoZkhVUVVpC23LHxota1wmwsq3VTKcDg4yADlAtEtlt/GfPE+1Xi7xrTZoH6XIufQfH3JfhNcacZ6PBMUI9mAHEwh1y9ZRFZyYZKzC5DvRCtIzcEcXeTA0HxpvEMDlEVNSlSHnxeNXWxVkCj8+xtZDSe1b/YbN/kTfCH7ABTQmJQHZQyZd9PvrL7qK7PtL0yZ2w3iABZAWeATYoAB5WiGncNIjb1S21fUh4gsHM1K4MsBGg17aq3n8nJIada9wdaq0Q9o0kNBF2Q5o4155aJa4QKODuiiYR8TWMshRoQkcik25tUQ3Hha0mmBDHkemNI+zsGUjkns/OAn2lj623aVPFipkYSJcDnXvvZDhlDDd9n35X8+YgD+H8tCxskGohLkt+XClSX6HiGEarY1CmCkRJYoERzbQIzFiubeavIWpt9BYKwqGz8bxfFl1jjXUXUZUcSNk9h7HS6cxhHYiP7BohrpOGdgEHL0g4QNsdtzMkduxSpaOWf80J15dxxkITNKf//gSOjOFslImS+bPve+NlIlbeXUm0ov4+KiJ4jBeoRVCm8TJwJas9M0bAGoPNLKC3CkP79EI/sT+wTW+545uxNuUukML0wxatKzQHV5th5AMRK+iF2YZk6NwdPUOopdq6zwos1HGwVA0o55UghxgUCcHJygpOTYwNu4+hCcGpkagBDNmjP4lMr0N5RfQPIRtVqM5Wn2Soga25sXhPVGyMSvarcUAu88sv/vMyWDmetWau87tNjBsTGYTDwK8YKzJ6W5FmhuHyaJ2tcPdiaknF86cUX8fxzz+LcuXPOUiV/7ozlcomdnV3cddc5nDt3Dnt7e1jt7GB5dIgbN2/i5OTEAwNOnBlQKaAmq9z1+TSZQgZm022N4wCI/S8Lq2w97HwuBnOeSMD6eI3j42MsFgsHbBXzrA4kWuECHQV1bm3LWuoMIJNVkUW8IbOgpOSpT4l5370hmaYJx5sN5mnCyns3Vg2X035pb/gRhQa1q2InYGDETraDRTwGJM3I8WfGcQwjRyOrqMaM08FDLQgtilkB9oisiRN6Ru8U4Kzw7AEzrCgoe4Nim2GumNUKE0BmAxL2hoHAZrIK8XEhLtbXkJRw8pOBcIl3tp6UGg2oaV14xoOp7FikRubQkJsTmWrFPE8otViVbLZq2dgT9TnAwqxOcSerARyjdYinhkWaBpgMh7rjb74Avh7S9iICesGQRwxDtnCx1yl3qWCCK7Yraiwn7QxttoPDAA09++NBjp/xUJ1pT1AkF/+7jszZO3vWlukasmlOZ7fJlPmQ7aT9zZkBqwUaTMPTTtrPUObhcRmzFEmQqhdNKBnIeJlIzXuCObJLHCXLO5w5Sagjb2jzePeyr6+tF30u2n93wJBacmgriGCxF4Nd/kxP4gCAeLq0zaln9oYgvnnMvpMGySdfNNSuvjnWIPyt+H4w09PfJ3jA10CmZRiYZmXKHd16b5M2VWHkg0gUjBomSfF9QSSF/3Ob7eRUFAITq3iHkmCi/ay6lLazY8R+3ZMpsY10dRmITg9VvUk6WlBOCVt/L7hfMeQjIXwr71JmYUqAnMSFcWzS8J0Bx5wA7zOUR0Yss0Wp8QIODixUAx0P0x+1tKIFgpM4UIwE0ZAyWU0eDIVawQ0BYPtpOyusptJWOGOHjoff9HBcZPhmpixetOAFB+oFMrxEXubuH94OiVKYa39eAWuc6+9mrRqwdZgYCfFXomZIOKXGHI81JC0WlUiOr48mpB4l93Q3DQB7fhlYZQQB7whvz8gIsLiDzcKZlHAhPnBwcIDbBwdYLRcxKcXGw3nbEmgT7KOllgOtE8CVCk12gOdSsJnIRkmsTeqdjsL1cPbnOecGrDxoMEe8MXZ1EDek7E/YUp/Z3zlSwG5Q2GKn/XmnUVGL+qFAHkasVktcufIWvv2tb1qaMGcIUhS2jMOAcbRJI/feew8euvwwPv7xx3Hp0iWklPDe1as4OTmJtarOdALUTGow9RVMEcLPGTCM2UcnZu8zmD1lZc/IUWlzcSbXC2IsnZu8b+MCw6Ae1drIwXmeeApjL6xdS5scQyeLjg2dh4RBs7GX0oKv6GEIYD1NkdrmtVFnLqBqZ7A2g0RADHXZwmy8cwsgWzTPM2IRckEp4u8zBxCd5hl5rBYwdM7PGGfBrNWUJBDMs40Cm6uNkQxtsY/C5LmdpsnORDI2z2bc0wIx/SYgaOrBXLMc3maltsbjWQRTpw9msEg7MwwJCd7rMXHWMkDNGeGhJEGG6wpj9KFr9NzFzvwedbvitqOEXEHCPqrvD8+GFWZ5RXgiQ9FSwxyr1/rPSjh2rhLgGme31yl5Y21nLhrYaEFUBAChn+sKgrSNT6Wzjr0Atp7PbE0Cm0VRgxx+UOhXWeygfZwPZrnIRk5ltkxVAlLovpnuS5HZY0Uy19p8pt8nbOvX+iJG2iDT8/mdpJ0SS83bj7lPdacftszXwUtErfoZaprwzntSe873BiQkPM0O1Lb+rqOlW8yUU6m2oj/eZzDoaz4KPTgBQDaVqXHbywZkS4BG8fempphaQcSat1iggSED2AT2DQw59vV1dRAsPEf+PZU2xz7VgF2CNXEnIWYBR392uebbWQ+uidluYWbBbb0VpTmw80If/+fxjIHOtL9X9secT68MyH1ICYdyUOOsWrvifhJsnU47VtC+u8bdhN+lgIcOwP12Cu9e+7mB0ShEkCqs7qNkkC5XIA4/QUkg6y6SNBGmAx8eVpCPskWvwsVtBgQRlbTv6xfJA4AWg0RlT7VCix6lolUhiRtuEas8VKUYuBtJCKY34EcgueFDPGM8kRgtDrTnDWYkJaBamhni2hEtEeE0sN0MF5SA0KJGcPA7Xyg2vrEVZPbYuiIOb2raKF7aHsTSAQH2bLdu3sCtmzexOn8v0ji2KA2dFoJb7goHs62pzYztIi77XIIMNzacR6rS0jdlBqc75HE0QF67wyuCycHKkK2JsmhpFwwOmjsdn0kp/Fk6FoOpLy02iWXwGdHFNZ9DEpzZ24NoxRuvv455nvHgg+/HvefPR9/Bo8NDvPrqc7h56wbGYcDFS5fwzjtX8D9/5c9x9tw5TNPkrX0mg/RVPS1tgnURM8tVFVI22GzsHNjPNV0fnZ4oQj9pPc0MHMDP6jCMgL+/pQWt2CSMaDX2ap6mlqaSVoHfn9s2w9ZAA9xJ5JwjMGEVuACRthA6RCQHJSXuGfu/2dnkczXmrYIpywKRbTY6zmtymcts3r6l1wumqWCz2WCFZOMuzbMjDQmDenVyqTANBnWWTG+7vkh5n8X/rPUJpK6OFYy888mB7BzOt2k/s1iAMZcSKdA0LjAuFvZvJrePtCW0Nc6yZXfM1cfFsarRriCrGeEBulcpO4tUYMUP9jwOoGRwZ1e9AbJXkKZkqS1/8mYpHIR443b4O6gHMKrAZpo9W6Bxv6ldzpnstHrrnoANlt53tjC7yD/Sul1lNPeI7DJtbAO7pAf8ibVnHakXlygIrK6tBu0DHb/CCwzF0/U+A5ygXV3bzJZSPmEnUAsI5uEgXpEd7NE+FfeP9kwWqJR59vPf9KU0sRU5ziK8z23YVzS7Z3atOXYRDxo6rZ/6u5MZhqdde00bF7PSDyPF7624FV4TIJ6+tNR3YTGQP8FcLH2aKYfRrgdxpJ3tPTWJBRX+DM3/eiEiOJAhRb9bW0O7j+D6aAO86oDQfs71pWKfxSbtloaHF70wS8EsSNMOSoc34B1M7M/J1LZAkeNue+/KiT2ESaUy8KTt9NPjgURSaqIBK0D29/dil5Som6ZsrrtTzpS3zipOjlBuwAI6x1alr9JmIBP2qDva4PMSyNpfEjsQf0AVUmcMcDTeAVUMQ3ZHT7BmPx7tb+Lw+ge5gRWBDyu3L6dWkJ/R/3sarO5OImIV191FqotUObZT1hBWC/VC4rYSrNZNlYbeXpAUdlQRdpdTYrkIjilKN+MIOFPj70EmrvW1Msp/mmdAa8wlDt2QcmB4Wz+tTVjMaJ6RG9lVgVUYRnsNd+gMf0Or4PvCQgCuBoOaWgtu3LiOmzdv4Pz7znvfvHZxZtdp9pfFIuWEnDQi34g2pQFxTu/po0Q7zGQwGd0048jozYIEc/wpJQzjiDwkpEI9VluLvreijlwnT4+55qi6xmmeixVa+Oxqam+TALu7u1gtl6i1Ym9vD7/7u5/Dpz79m1itdjBNE65fv4af/fxnePnlF/Ha66/h5ZdfxlNPPYX773sAn//8F3Bu/yyOj09wcnSCPAwYhxHL1RKL5cJ0UwA204TNeoN5OsG02ViD265BOtD6/5nhYURc2r6eBFCqAAAgAElEQVQpMA6DnT2tmOdNc6zo9lpbE9oUUbADnJwRI/L87NGghomgUUYXqDE0cIDCgriqxoSW2QMkEyh6gRSLP+x7S7UpRADTvQkEuymlKCQiKKtq88b58yxoKMWn9QxDrJd4wRfYCYGg2M/COI4+YEDQUuGzF1lVB6QTjKVuFbzBUCSm3KoHRkOwMACQVKJgy+65AeI8DE2X5+xaSmIjO50h4V4wUAX6NjK8Gy212zIXzUFDyII1O5xEUCuDOTL5xlYaSGyz7HmOQoNLcKmtR2jxn2Mvv1oqDg+PoArs7e3GpCjaS6Y2K98xHFAHhoT70Y8c5FHryAkCLA8wI13slr79DNyHwCQGc4m2bbwD4VCTFzFFpS3iLHDPch68SAFhR5mujTRqrVvTwezP/G8FEKmWYZpng/UWqYXt4gN7OGLr5iF+9fPAf0s/QzsIOIhQvn+NoRm2xgYo2+/dls9eZa6dZs1QS6y9fXYXPABba05AQ3YyNN4Jbj8IzoRON3afIK3tiTTAqQUaUoXMB4/gohay5H4+1LKKDdyh+76OaSdY9300trbVeifxolmtXmsBA93VZGi2N1bIWnxccRRTwa1ZL7/rz0MXrLNxPAPBBCGd5+/Uw1Gucz9dySVl1Q5N8vNpQT0lPMLDF/7Vw4Oo/u9b9DTW384c6T7t+pL66XRs4gMNEAfPLqYBDz58hVZBm94CsH9jOG6/WG0+pTsY1/bYB9lhSTwI/jIaVb0KaInj1bN58EUKByaAqXC9Ibi0y2+L6AteDbw1g4cAjUTOjIa7+pTtQ2jHqjmRsFY+rcR7i87Fi3ASS/qBJAbCSJNH9SzapttcVOsFyJQuU/9csHmecXR0hFIqxnERLFVMAakWoc3aJruwpx0Q9iAuYVXF7du3cPvglgGqnLvCJESquNSKccihMzPdpTFi6g5uxoz1tAkGZrFYRMpUPKpp7Q6AmsQuu9i4ulILthinYoaYaUXbCksuTNPGq2rn2HOTIjDt4Y5TjLWcZ+Mnaq3I49L73bWWHAqmYuxs7O3t4Tee+A184Qufh0jGyckJAOC3f/uzuH7zOv7pn/8Jf/d//d947bXX8Hd/9w088MCD+NjHPo7Te6dwcOsAy+USp0/tWvHKchlOcZoKyq4V1ty8fRvrzRR7uMgDFsslljurGOGo1fSdRStO1idYbzYo04yUBQsffZcHY4fY0oUp/lIUqfre24Qpe9dUMUhCHka/PxaDqu/nerJ3LaWgOItkWQgrLGGAwPWcpwkiirk21iKnjFmt9Y0dNWrCEIwzQDBnI89M9C5hC5BYkGdnX8XSxpY1GBz0eFq6Vg+amo7QDLNnO5yFoaSBhn4cW9U335lnImdvT9Q5bFXFVIvdiXlGWnkhUeewUY11iHuJhM1mctDlDb1VfR68CejdVIcTJWgVNCdKkMBAqbEM0qWfE/0EAOoXm2SDle4cuyoSsWZnFhjEG8usVbGeNjg8OkKt1ebwDlYgJ5JxtD7G1avXkHPGcrnAatVSyyI5Ur5zLcZMkXBIDKAtiCnFikxY1EWGhrbWwG0OcFmrFfxkWzDPRnXz6F2XPc1tzjhSCnAzlRlJG+guxRlbBTbzjKpm84Zh8FZgjbkyNyeANp3u1khSt2HzzNZRzYcYiMqRprTSSltv3ossPFOKSr+IFON7Ac5dB+aiUajJ4tVat4coAMmDpPas3dPY2RPTFLIjYErUZtq/K3y2nGIWOxko0z46cVC26JpGXqAFRLGKgsY+RuHbbH50mrGZ1p6BWrY7CAPkpUzW21IECTY/XpCsxRYCl0f2i4EqGd2WtdR4TxF4z+Tqtqv5FPbpHfIYZ4agj6ARQPg/Fp8QqygqSqUMZgTJNH6vLQdrCcxHMuA30s7evVYNHaoCgTPsM1jEmSCaUTG1AlcnB2xtzI9CK7QUY967DgSUQNi5LV60S0a+MY4KY/4H/iAXxPRJfUqaRre6M7DLzE7lOaJd3hI/HFmiE7rWBmCMnMhI1BPNduo0qqg95c2LJOj0Cvac2i00usMpDuCpOVgMQwDapp3RiCLZLJS/ouhFaMIQP9Oobv7jloqP+4jGPDIFyb+upYYomxq/5EBOpWlAyCzY3NQUaaPCebDj2CJ2IAqRWBhSqx30VknGNhONYViv1zHrN3sz7Pg3EMyzOaBxGMMhNXagVY6rVswOaBdj+84WGHgamuyMp+d6TeKdhtf2sK090MTNZLuzv3+wvbElCQinbGkqjlHM2QypteGIkLfFI+JgSQW3bt7E2++8g+VqhdXuDt7/4Ptx9113YTWM+C//5b/i5ZdfxCuvvIRHHv0I9vdP4/DgALu7u4Aobty8gcPDIxwfH2OaJuzs7OLixUs4f/48dnZ3cf3GDVQPHLIAu3t7OHv2LBTAZrNGmSeILJCHjGnawcHhIQ5vH+KkFKQ0YG93D7u7uxiXC2SPQK2B+oRpvYliqsPjQwCC1XKJxThiZ7XCascLWkrBetpg44Uu0zTF/HYT+Q/RusL9m4GaZK1y5mk2KUHiDN4cKS2aOwMLGSJWfAU3ukwBClrnBbKmCniqypxKqcXbA9l88VIqNutNzCVeLJdY5DHOvwHHFrn36T7ap9Z2RRx0aDCOMe+e9kWtclhru7usJtbOPlRG+x5cTbON9yvTbFWqOaOUlkUIHA7EPeJ9sebYrWq0FFY6Nr1qZDfIYkgGkqLWtPVZFjSzByKBGMEoC1+G1hmhWvcACx6nKP5arVZIPv0FDmhXqyWGoQV42l8pD5A9JKDZjn1mm6E2Fq7ZJqAvQiHDPmGzmexzF6MFGNWcLgNniAT7F61vYt/d9gcArdEon+TEyWZt5yMv4bXdSHynSP151w23ySaHSbGXfUEofcaQczBDPatqro4ssq1fqTV8XaRNITGyT4D4/jvPdWOGEKw50NYw2GrPDBIEAJ3vVu32ZNsutwIcv/Punwv9HZlybexscQAh8XxovqsifIPVIRmhVPwMDsN2+7Di7Z3Yzku67EA7d9SUtuKZLQZfW8AQPl3IujvoLMXHCGv4ujxk3/9W58DUtIS9a2yvs1T+n23vyQAHg+xkXF80GDiH56CqE1Eti2RSKGtlRNZZtUJLwyuZ7K/vT1GA02wAA+/bzcENEiYPNCNbrJUd/SgIAEQwQFoeXSDe/6uhaf5iOooOViKdXGMxfHv8QDY9DY1Ja7UjYTygaJVYwt/7tBOym85klrJdUceuLk1f6U2/xYXXvmgVbUHJ/LHiOgkPBYXIDZBFNWRcZH9EEaiLpo3+9QNEg7kV4fmmVKDAmINhHJpeErrFePa/BNY0eWe1wmKxgIB98LZ1Ya3IQKBqzm8YWiUcARqNHKfQjONoKTXQ0AnYwsXGUFInZlEI1y/7MwxDhhTx1GGKiNsuYY79VK5bhUW5ynF6zZHyfbS6AZ3nmFZBbc88zxgykAbbD84FZYNnAteUOZXE9miI9UE0dkajaZqhK1YhfXK8xo2btyC3D7BYLbA+OcHFCxfwsY99DHfffRdef/11/PjffoyPPvYoHn3ko7h96yauXHkHP/7Jj/DCiy/g+PAkCoV2dnbx2GMfw5NP/hYeeOB+DPluzKp44YUX8Owvf4m93T189LGP4r333sWzzz6LGzeuY//sPj74wQ/h0Ucfwd3nzmE1LnDj1m2klHHXubswTTOuXb2O9fER1icnABTLxQqn9k5j/9QZDHnEwcEhIIqdU3u4++w5L/QRZ0EtxbPaWUKqM9BHRy2oIlpUg4EVitH1eMMwoo5zTNshOC/VGJsET+mUGWD6MlkbmQYq7DNtYkFB71pMstDuWkICsp21o6MTHB+fYHd3B+Ni0RVe2SYmyWbE0WwEUzMsLOKf06GrIjSOwzBg8Kkqrj83o60ZdRitgA8M4rwpu2vEyWIXppWLj/EMQGjA2cAy71pLczMwJ3BKktwW9w40RSqV9z6CaG1gLOd2Z1KSmOhDq1J9UlC0W+uAg7hhtcp9S7MuFgt3JgUQxThmnDt3FsOwsNGe3ccXT6VZYVgLGpkqJnjaZu0k/AAdOB0opQS1VnuORA2ud1fQxoQwqk9ZfJCC2QbqdOmb7gwoZm1AInE6CwuU1A4BzwQkm9ZSNAKPeF7/zJSbDGSgHtXBG2fMk+FSAHnMfk4YeHlhXIBuCaVlJODQ2cxub20c6wCSQRr+wYyfoE1W0bgrFjCTBqmoqGprEZkoAly4Dybp4eeZzcaNt2mThBAAjUSUrdNUKqZ5cqKg67MrNl0sZ/bsdU34bM3REwu/HEDXOsfdZbujLRCGFqAAPnp0JoPfJCPMAqkHFbzX1P1aVsL23UaeivvSGtpjpAYSyUDRxmg4ulYkSX1/H+i2Jv1+qsWrL+J8OZOYEmadw6504g3PfjdZH88IfW6ShOSBFLp1sgEoEhiI2deqxbTjcd6AgcY0og+0ecmkKFOHoBlBMFvDdidsXgxtETEUEEZRyWh6gZ1+NmatdfaPzdHTUPwCQUwzKZC4MFyElvNXJxilizqrG36PArR14QcMOif/99WfR2GNcgRCD+bGgbZPfLi8R4CeZmJ0ApFW3dxd5ki5J4W4zm7ITRgOgs/OEPRGLeWMVUcpm+aERsU3OpwPWQYbaTWX2UvvLbVuhIh9U8qCNLKIxD2vs7ZjzjZ4XczJqA/TFDSQGg4udRXP4dRSXA6ut0V7JfRvoWLw82FOyQ208PDYiED+tsw2oiu7RkA9GCnqgnaosYscqSbJAc0MlBaRsvJNtGOMeclTAoYMyVapdnBwG/O0xv6ZU9jf38f999+P119/Hf/+b/+Oz/72Z/HEb3wSpRT84z9+H9956ju4fXAbZ86cwc5qB+v1Gjeu38Brr76MN994GZ/97Ofwmc88iTNnz+AH//JPeOqp76DWip//4qe4dvUaXn75Jdy6dQunT5/G5Ycv41Of/hSefPJJ3H//AxgXC2w2E66++x6efvppPPP8Mzg+OrI+gGKp9vsuPYDHHvsYHnjgAdRyLwDg3Ll9nJwc42f//h+4cfMa1idrbKYZ4zjgwsUL+OQTn8T58+/DcOM6bh8eYppmXuPG/NaK2du3LIaMhGVjvgGwxVQYXyiSmtG3+7w9Ao4wkVGuevow+pa6xxOeUzJI8KzHYE7PmEIy/IJxdG323Jx5a0K/3WNVAdf3tGIjph7tqeCdFLwHJRS6KSjzbEDYX4dFTqVYv8GkcOct0KQxozqE7C65oARmq9rWhHC+BmZjyI6lVL31Ug8A1Y09Q7PsNssq4xX27mQRGRhy8k4rIvN1F7V+s9rSsPM8B7hN3k8wJcFikWOUHwuJAIl2OKEtsya0bueYfHMblAStYbOL/oeuL2wpqJ6SNSBhIUct5nRVYQMFksOdSD9aRwsNlpd1/03jxndC9/s7U8+ofF6z75rcdwTRwDY8TS5CradkIy9oo/iLwTf1ZzkPPp2qInWaRNNKdoxiIGqmW+23ZMYMkDRSwcCMAw9p+6Tux1h+a6MCW8arqgX4IQkJ7b57iOpAwt+FdQLF5RpDd8eMJPLeiZVBlJ3bzWaDeZ4wjoNp2cX68FqtxGBZj5S7vpYWvFoWzyUk09ozDY1ICRAdoJHg0BYtWt+lps03++E+GeIdChRZ2GauRou3ODfZMEQw0FBjwR140cZUWjuSSuxyEfde40bYFpuPJxgUpVDC96cCLIiqAGrl56IFSBqfaHcyeAD3045vuK+0xdKvWdWtP7uzBdZAyMDDClhlqBmB1lMtUr21okr/IrX7BN+zBoN80wUcE2hgqdO9QANFK9RbOkj05gs9on3KlgOyg9kAgX9j0y7aHxhICPArASBJLzchaP+57R25gB7Yx/v26W+yqPGO/Gf+daZ9wq9/LjjlQtpnAXHwg9YGIxJ/j4jOfe0Y4aGtAyMOtpCI1Ll0TK4vJx8ruRHlBWObpZz7mdXb6Zp+jaghbewrv89ubz81gRe6j9ijcElaxbFp5EoU2LANVGOezai3lW3n0IIO00pwm+NMo6V97B3sUpZq+stgZmB61d3dPVy8eBHDMOCtN9/Ce+++B1XFzZs38W//9hPcvHkDH33sMfzGJ34DZ8/u4/jwGM89/xx+8Yuf4zvf+XscHhziiSc+ibvvugvTeo03Xn8dN2/dxCuvvoyLFy7i/gfux5AHXLt2Db/4+S/w0ssvIeeMS5fuwz333I2r713Dd3/0I/z9338b71x9G/fccw+GlHGyPsa1a9exWuzgxo0b+MpXvoJLFy4AIrh58zr+5Z//Gd/4xt/izTffBNCKKh5++DJEgcc/8Qmc3d8HJOH27QO0edytKrMUKzYwwz5urT+ZExaFUFbRF+i0Pn017iULmihE597w76JvXKRoEhaLJXLOWK83qHWN5XJpTFROYafgAaM5UtMbm76u3bH+uxjlc5IQ74/9m9SAiLpWGQYqw0nAUmmoinEYo8VVrQVTMf3W4FKOlmZGBL72rC1gKkVjrXq91jAAlPgQgBiSMdmLGupDpE+1uo5wivtEp26MsT1rb9+BxuYJTWV3o5IIZmU7tOpOEoCL55Faipw9Yf1H47tpB7dstoMcrv/R0RE2mwnL5WoLGJRSoAVeKNMyEpS+mI9w8JcIwBAyCojrtdF11/DvtfVpaytun7WZTavSda02HTTTiCU+swLifVSlKwYRxHsY6LKiPcB08rT9ZIfaKECuU1gq2+eUTBfuFc059/0RW6aJ/izmjIjpbDsc4CCU9phTtQbUahXhKg4aa+f7mJVyO8vJZPx7S3u2wj3ajHn2kamCkIcoLGCh34c2HwN0ldFOlEyTyXN4b+MM19pagHVrbfeR/svO7Dy1EZRkZefZOjdUVYxoPrsUT5NrY++YEWCDf0GvRbZD33y+hAY32NhuP9WxzJ1IJOCd++J5tt6zSRLS2II+i7UpvfPv68i21sYpYeskuU+2/3aAWH0ISfh3Z8P9PqScbHKMHQJ3/o507UFbs+yGZH99Qyxtk7YWhBV6LI5QPwjgd0Qg1UW8agyeEVz+kq4rSjBjjZShnt4SRhBdI1C4gk2JouGtUdAcHcRRePHh9m7UGB00pG1TEhCbb6O04rKhGYUGrDrmr9tUHg6C6RZJboNJABGxxKIwWlbXDAodmyNT9VSG8FA30MiuVJYyNB+s8Szd/FEokCR6C242GwdrnoKQBEnbrR/ieZ0pqdXboQgLoLZBdE4CSaONZ/RZzdbOhZVdbhDRzkcpc/QQy2OGVOpDJNJQdunbJA2NN/T0GIYAsva85lxqVTPY3E93lFoLijdUZpPaoq5LzGMzzrXi8PAQb775JtbrNR555FH8xV/8Bf7gC7+Pvd091FLw1pU38V//23/D17/+dbz77rs4PjqEwMCWjdKr2N/fx5/+2Z/idz/3Oezt7eGH//pDfPWrX8Vbb1/Bc889j3ffeRcPPPh+3Lh1G0//8mm89PJLeOxjj+LLf/Y/4fSp03jv6nv4/ve/j3//t5/gxz/+ER588EH80Re/iOVyxPf+4Sf4q7/+K7zz9ts4f/48Ll68CAB444038OyvnsN//+//J774R3+E3/+DP8Td5+6Cloqjw6PuXIrf0RnWHke3onwe4pTEChFUMU0zpmmDJANyHpEGYyKs/+mEotXbGM2ukwMr5+xUUhtNG1OqVwKPWCyWFumXgsAkIt7XtMlRVAEZDFAt0hifFWxPF6AVB7MDdckdsBTaCjGDmUCmSjDkBcZFDlmCX95uGoUCxQ5V7qL6xqDKVuCCO2xlz4YYSBoC/AKsFPefYyOyyu9gIGRC+zzw+4x5YCqwFdtQG+nFRmgsYmgBQRaE2jQNAC3Cf2PsXhab58xMgBUeWTWrpb23U3Q2hs3kD7dv38Zbb72NUoppg3d2wKblVdVanYWExe6wFYcYmCRTxIwOv4sggXc9JaDM1dLHibIEdZtvLEH1QJcxd0r2mVIyCiqGbGNSAfMNyhqBTK/d7KXtP9kg+MjPGgVaLO7Q6gDAAS60VdRbShl+Py3A6ntyxo0U2jmSBwDHQXpM4Uy7OHNsz8XBAWM2MDZ5b87GODX2H7D6BMvU2F5YG7pW3dsPA7Fqf+uwMAx2/sZhCOKGBIKq+WYCYMDwAJKxeNZmqnjB6BCAmZnT1gav/2VBVqwFtskOFhOdnGxweHCEPJg8Jo/ZNfVkgbo+lIWSjzbwg9+UurWij43i1Zj+BL9zBLYteDQQ6aA02QjMUkoU3Q3DgGVeIrn+ksA3WqKpdrbE/XBq54s2zgC72b+iNu/8zs4l9r5W0JWSBdGNcXTAGM4ifu9G/I5t2KKF0VJDNEIKi4hyHkyzJD6Dl9ZMLcdOB8+X8B0FoGjd23t2oEUJjPi1e54AZYxsIb9+kKRVUQXbxydQhVcv+MXcTpUBDfRx6gwj8dafCl5R1l2axOIf6dhA+/laq7EeEsl8WgW/DDVYhOwWjJ9d1fpBpeT9oXhN/NBYu4KIfeK/+YwRSXuqIYpXaj8OLDnbNHibIUspgM9QrX9gmWccHx9jyANWOyvEFA4LyKJlTWsq6+0X4O1z0PYpJwMHnBlLTZ0ZjCZyF8AdtUe2flYkzrBa8BF4X8DJMMYuzg6MG1NRPe3IY5PELk3xRtwAsFwuMQwDrl67hueefw4n6zUee/AB3H/pPgzjgLnY5d4/exanTp2CKnB4eIi33noTHzr4ULBJZ86cwac+9Ul84QtfwKMfeQTjOGLaTLhw4QLeeustPPurX+GZZ57BJz/1KSQIjg4PME0bnL/3Xvzmpz+N+++/H+v1Ce69524sxgGvvvoaXnzhedQ/+ANM04Q333wLN27cwAMPPIC//Mu/xOOPPw4RwQ9/+EN87Wtfw8svv4Rvf+vbOHfuLvyn//Qn2Nvdw8nxiQF28Kqq62YtoNhsNs5USTALOQ3Q2mZwz/OExZiQUsU8mbwgDTajuM4Fm/Ua6/Ua42KJJDtdawn1VG5XlS0SznG5XEAEWIwLr1gG5mlCmWdkpoF8IEEqNgN9HEcoqF3yAMvvCO82AxA6lMTAtJi2StTYFJ2tF2nO1rZMUsLJ4RpHR0dYjGNYsmCe/FQXB0fQ1mjX0naNMYr/A4BEgC5ekcuJJMzw6Jb9AMikpGZrYPd0GFvgZOyaRKDfHCci0JZfs6nsGyqR+qV9ha+n3zQIOIKzhNNvjcURlc2lNuAIaBS0qAJHR8e4evUqcs645557wgeomtZMVELfWtn3rxP/kQUiu2TaNe3ez/s+Zp9tX6xnamsjpJZqzmbT6lxQHYTR3wiZq97eepsWA6HZGLzSQHdrou0MGRSbaUKdbXKRZGPvjE20M2I2snUtoWugrbTeqzz3BY1R8+4E4ncYiuQ9QedaME82ejMPg/eCdb1drVCXDsADiEpGuPPFPVmkDiAINmyYgURgx3ssYhXhmXIiX0t2TrAsmBeSAt4Ox+fPJzYjb5rfcRyxXK7clt9ByHS/3JUi+kL62c4OjolxbGLZjJwTdlY7OLW7h+Vq6f6mVcAbIHQyhj5VUsy779PprCcgRlBpQF7dL6prZXtiy+oDXQrh944dCviLZFLyvbgTpLH5f1sHt06xZ26H0LLGfN5hXDg26Bjz5LUjAgxbaT7lgYOFJF1qQxXWBcdBYGMbuQh2sAieSq0eXXqn/Xbi7ed9OgO71BPAmPYQPT9nP+KbhWCImqGw1i8S/w5iqXHLUFawhRBBHped/d7sfajLNKBBrRHguhmoL3DrMaWwohzOgIayDz/c7XSgt9tsHlx/iy2GLEChszrUL/JX3+jbGrx2VZfSPlcgbcQZ/427Q4EB0DFTq9VFIIoAZ5Fu8EKYlDI2m8nTlj7OMMHE4wRrfoEGL6YoijCC07QGphmLhU9WgY27U1gLIIK+eH5FBBFMJ5ClnGf2+wIyEsZhERch+flBqb6X7CnnJ0Csj52i6TItfdf0VZbyEIzDiJ3VDhbjiHeuX8err7yCeZ7x6KOP4qGHHsJ6fYJ33n0XN2/dxC9+/gusj05w6sxpM9Q5o84FP/vZzzDPMw4OD/HCiy/iYx//eOzT+973Pnzxi3+Ihx+6jJOTE8xzwb333otHHnkEL7zwAq5dvYZ333nHug84QNda8Mv/+CW+9a1v4o//+I9x332X8OSTn8GFCxfxyisvY3d3F/v7Z/Djn/wEv/jFz3Hvvffgy1/+Mr74xS/iwsWL0Fpx7733QlXx1a9+FVfefhtXrlyBqraiiFKsKbmYk0zJGlqTKbZelQnz1EYHWqseK0JZ7exguVgiScJcDJwXDwSmzYT1iRUQDcMYguzZ09MssFos2OJL/Ew2nZH1DtxgnuZIDTUNoFhQWgtEBlszBarbOoU4O1QNlBHu9cGnX4ZaJkAtlcZnAwNqMbbS9m3G7nJlDIpXAkcg7WxDnxpNIl5EYBo1OiJLD1YHqKxYFT/bLO5rfSnbIIZma3omD2hTlLZI4s7LhENx1jba29zxmcXbhKmDvMI1VI6HrC4TUmOfIzgma2GTepLe+d3teS0Izdjf38fu7i5O7Z3CMOaYhjRPPtvX7zqq9WRMyJilOVWSBmHuxUwBSRIDs60FFRvUi9qeJoExceKOVQVABrzJuGRjqE1jbQUXBE5sM1NL6zsJNLlGf9YECK2teRkJBq7OxsqzvY79XAeyAvgPCJ2pA3uyYnUuoIyAMqt5nrEhU8aJRLVGEFNn+/6crXIXW/uFOKtkOVlwynPW5B6UDhggLF5EklMGvBtE2HtpmkrVCrgkIwoeI6vYgqfsBW7sAmJVwa3VVn+2RRoIsrVn2jbRRSBJwmq1wmq1xM7ODpbLpYHdakMk+spmAFZc6oVILZNgf8eC4xas2D4rFGyd1NaM58LvnZ8DA9Js42ctz7CQ6LTS7qeHuf7aCqBoiexoXxxkvXipT06mldQuo+BBSWY7v1Lv+HkBFBgSAYcwXeHRr48/a7Rn3YpE43LGGMD2gKqAVEVF8YKSFH/GhRXFU98AACAASURBVFWH25LMQaO2FHa0p0kSzB3LymxMXc9SdtJeAk9DnoFGSWHX7j0InhDVa907OZCMAg5lApyHjUau2DvACwHMZqCPzLYrnu8ICUSNR0ZzBglegQfqh6RVPXdr3/9KYCXVHSluwR0HjA7ItYzeYsX2lOPytlN+EZGhpWeVaS1Gtq5rTEP2nm+jFejAtUMpYTNtcHBwiJwTzuQzppMYsjebB3LNgFhUOXsRjD0qn4mpJ2sBVbTY+XRHnP09iBCFkTKr+4NxEWcEttsrGSBJkGRpq2Gw91ouV9g/cwY5Z1y9ehWvv/EGBMBvfvrTeOyxx3BwdIjDw0NspgkHR4f41fPP4vjoOFhRG3u3DoaydyQAsH9mHx/50KNYLJa4cuUKdnZ2kYcR+2f3sVwucXBwgPV6DVXF3t4ePvWpT+PKlSt48cUX8Nd//dd45ZVX8MAD9+OBBx7Eww9/EL/zO5/D6dOnsVrt4IUXnsezz/4Kuzu7ePvtt/Gdp74DSQnzVHH33edw9q5z2N3dRS0VV69dwzvvvIszZ8668RUIrI9jTfDG3D5WLwmWCzLHk90xB41VK4ZxtAbumaAshwOutXoqe0JOCavFCotxYbqnaY4AkpX7APxnpijU2AaTBYvFAjkbm8mG1S1YsjPkt8xAgnqqq1ZkZeP1FsjZM5gxqvDgyFkbCzBcF1itTU9OCbs7O9YmaRjt8+cSchvxkA2C7cIRgaXv2exdyQDQJvntdkaBqUL7P7crSdDGg7Kgjz8Ld07m1LYLcbbPogX7M6Z57WlTMZaT+VO09imo1BQWIxsU0RKHLL81fLfMBSeTQc1WiRMGZrFs1Cafq9aK1c4K9126hJ29PeysVv7c1su1qiIPgDhrWlP2ormKqcwQnz6TRKxQI3vhTYHbUgPxqTqYqk3aEGuv1mxeYdpdMqYccgFq8ZIFRTpXbxFlNtxaL9VtKYAq2LSeftJ6yyJshVkrbb15Z1YMZ98/963BAtX4XxZyIk69na+Y0+yp/VLIQnlrNCRoaVX/LGizfbXzT8DJ76jVWGtOb6nagCRth7mf1Fhab+vCM1k6/xLnMAmExR7xPt35836rTfNrAUuZq2cJw6xu+T22IFK0tK09n1ezm3dDSgmr1dLv+NCBaXg6HBGoAa21VC9/UZeSSQcwm/TM7w1cbarq0oga64oAjCl0y0qbOGRkGaAVmDZT7CHg988MgrM/8CIne95qm4QEFgLRnniLHieBbAKUk2+q0THCig4LqljXgIGbQ5YFHvFEmqiLwsH/7o5n/1/bLGQDbHCqR/3hfWu9xY87B0Zf3EhfPIFudXyHg0z7BA0AGoPou0IZ6Q6dusHgYPDBAc+d0Xr7X6940hZFRBNMdceCFiV3Ckm/zO4guqiX0XU8vUeHXNvkl92KbGhwGmDiLGrEZzY9ICcaEBSrN1/aEhin/l2aWJ4jklrUp+GYzXgNXsksEZml1M2XDXGw/bx1u6+ho0JOKCcFm82Jpw3VD3NBKR5Baps2otp0TITzZmxtP3PKyKnY2RAaek+Nua72/4tRYSFGQpeO60D+OA5YLpc4d3YfpVxCShmLcYnd3V0cHR3h5Zdfxq2bt5BzxsMf+ADuu+8+PPOrZ3ByfIzVYoknP/Mk3v/+9+P2rVveQmLGNFufxNsHB9jbO4WPfvSj2N/fj7OTUsZiscQ0zTg6OkbOAxbLEZtpivWf/L93d3fxJ3/yJxjHEU899R288frr+MY3vgGB4L7778MnP/lp/N7v/R6efPJJ7O4KDm4f4PatW7h18xa+9e1v4V9+8ANM04RpKrh030W8733n8e5772IzbfDWW2/hpZdewqOPPrYFJhgshQ2odseGTnKgakLzaZpMi+hSh6lWjNkmE/UMCc/fYrF0A63YbKxv4DAMWHgD+ACkznICrYgh9Qatmmby5GSNabI0+eCymNBjusEn8zfP1twX40Aamictgpb+mZnnGIbBp/gA0zwjqTe+H0csVyu7N3MvfDfglsXb4tTtgkPrUbgJ5oGOvgFEOuXkLIVbT7+v0MbCsIUL0Gww0NJ41EctFiPG0Vh/c6ZNZ1fKDFYGgwXG6jBcm322ABIxZ50ZmyF70+1qwLyUioGteYDoPMHRfBAG4+rrYRKPxcKLnlLyMzvZNJicQgtpwaximmx+Pc+IsX6wCu2cXKYyx3pV5fjJ1m7Myjxsyc2GafQLtRY9ISKKs1GdNaOuNGdPMXb2Pvxo9OO0faXOGvCJL55GZnsXgsmm5TRbW7ujRfa690cBPKRpau3ZmFY1oBBBLCQKJ7b6gwZZ4CeqC3aZLu79E9PjwQgqYopYC4Ik4hAyk3w/hVd/Jw/Y/AyyswvT1tyflLMXypkUrqhCU5Ow9b0aOZGHLsEhQ4DWWitQpSMRON3L5V6JXUI6eZm2gGMbOBYjJrJl1AQNN/juBMEjaPjBfHzzSySJ6PubDU0ezlD7bFkW7gdxXJMQ5ci2Ic5FI77sHgC87JJSYCh/wlgjsuiSMobipfz2hZxR6YdILToJg4dmQE2TZCifrW3upIhJj3N82J3jmaI/H9thpOwMIBcJiJFHfoC12/wSrIKjY+Um8YT7AoU5RSxKFRewKi+b95qKf8vWMBrGPH7W098pGZPCAyCSwvhsYTyuDXFsFw3RuDDiJF1tneItGmGmant9fY1939g8Nrs43L6Hmoz2uXRGOWXkYYRIdiDe2FTq72yO74x5HrAYRise4OEK3Y46w4eYIUuDl2URuo6cE3Z2Vg44xOZWl4LCEXsRmLT/rtwH6rZUWyW8wto45AGQZC0iHFy3a9p+CRyMg2OlxJuym852miZcfe8qrl+7jiSC/f19pJQwbyZcv3YNv3j6afzjP/4jjtcnuHDhPM6ePeu9NS0AWowj3v/gg/jyn/0Zzp8/b+e92vSXt999B6+8+iqmzQYPP/wwdnZ2tiLUWOeJI8+sZ2fcS7XnW683uOuuu/CVr3wFjz76CL7/D9/Hv/7gX3Ht+lXcunUL3/3uU3j99ddQSsFnP/vbYL/Ks2f38ZGPPIJ5mnDr1i1MZcbR4SFee+017O+fxd7eKZw+fRrTtDFWx4XzgNr6AuAIxOiOUNTF1saYzbVg1oplGiAOciBMjwFMy4yqWI4DSlkhD9a823ST1uQZkpAHgMPitmZex71gIJBcHC/BStqUhYxxMKc8zzapJw3bAW3TI3dIDB6AVv63swdxrj2g0mrvDzfevBew6U1F1VLgIeGwu6g6Q3XGmHeQUsbRybFPhSpYLpf++Z6a8tGUpuFDaDubbsrmfZM1AxqTwhQgZzBXVZTZmN5Sis889wDNK1x5S1Iis4LO0bSzmtyO22QWby2Wk8fZ6kUSwFwlpqjoXFrBXk6ApyqhDPK6PXHmchyTF48pTk5OsNlsMAy2330WB2Jtx6xlUeoqbCtmrRjqgFpMW0lkICIoUKgOYYvJjFomxAod59CHWVPqWQGRagUJiSCvzeyuBKExXc2AxDw3u91XJbPwz5hUAsf2jFbZnPy7SrCFffbK7mPTvgmsbVEvOSDjXIrZkc1mwrgYYXU+Civ4yCje7D7n7K1e7Bkh0k0g6ggk7VoB5d53eOChAi3qRZtogCUadKfufFVvbeM2WcTfQ8B2bixQ5L0fFoMl7VAx6wx0s86twX3H1nP+uFoZGe989QBHHNjXZI3fiYeMA+pbWKEFks4QNmbS3iN7028IQrubU5uAVFy6w04NBNUSwJGET8U8U5dsPrrO1TXcAAexqO8B4Gx3qVGhblN6Ov1+bRrpVvBk9l0grpe0HIkFT2xOnqFJMatJQwaLhDpdjLSopl88i0y8ai8J2FZfFZDEKLkZYIq1aVAQgbRrOPzSkwlkesGQf2OSiJ4Zg8cvZ7gAtM76TD2r/VnM25QG0MDP8b+j8dEAJXaB+xJ9VuxGlNWlVUQaaE4J3VM6u8h1ZZqHLUFiq/mv74Q6DbA2Bshb2YAHjho+A19WHWoRAVkBdA4Mwaa4IUiAxMaoG7MS0T3QBZr+ntRpuGsN8M9/I2JNyxfjiHF0vdc0ARDs7OyaMUzJCyAIcAVscWtRkqVUTKNm4u8kgqnWmPsqnj5trYzQMaeMaA30GIsCP2/iRpGO1Pb76tWr+Ju/+Rv88pf/geVyiaLWWuXg9m28+dYVvPraq3jnytu4+6678Luf+z28730XsT6ZMAwL3HPPvfjlL3+Fb37zmzh//jz+/M//HGfPnsU8TXjhxRfxve9+D9/93vdw6eJFXH7/Zdx/330gVUTWiawa+2GWMplT9TWd5xnvvXcVb7zxBs7s7+Pywx/A/fc/gN/6rd/C2+9cwQsvvIAf/ejHePbZZ/HUU9/B5csPmYEdRly+fBn/+X//z7jn7ntxcPvAWtko2cwNDg8PsVwt8b7zF7xwokb/xDbVwxn9lACvrFZYm6JSTRbABtrqgUR2netEvR8QQEdLgQzsBelsry4xeIVqKYqcXe0jrU1LrRUnxyc4OT62lPlyiZQzyuwtr8Qi/ZQN0PL+segmHF/xLAFTYgILYMzOgl0ZoF4p6+kks0ltLWKSlohXP9Zg/gFgnieoa+ZinnA2W7L2AqEY1QkvMEhWPLJZb3BycoLFcundDpJrMmuXdu4BQqsIN3vRQBGUWkdL4WopmKqN4aulmi55GLZA9Z2fQ+aJjA/colAkxukVvZZzyGaTSQ4MMkawa3dATItcNTSISQBUxeyFkNWLhGIal7oGN9m/i0p/6XvoiduYGXNpYyUJLJO3yykzGe0KDBZwsAF4Rg0fUmbPViXBmFLXnzPD5nvSjhnDloIV51QjAzEAoE62WDNqbyzt/tWWuGs9k9pn2u8J6GrYRXhxRY19IPj0z/I7V7yTw8nJiQUBq1U841ZGsTszfgDQT6lQIJpHA60HZtt3nxrnLOgWY1XJmpPQoG/j7xFsPBg81v59eG6sWwBHtPL5Zw+ezAf4eaCL69L28Vr9O8W72zMV7n2hhrL1qrVsaG6f4x+UI5OXIljOwxDkzlzYpQT+To2wQXUcEP6eTyYAOAZRu56YGsMvuO6RYXRcE1XpIPPbCnwaWSS+/o4T1Blwenlff+cM7F7TYRP90hgIqGHwTRAbBB5AJVKHLi3oadBarZAGCVoFnCTAfoqs0kpCOh3RbZ5aXPVdjXnXrGyurTWBiWw10gBJvKE3D0DHNBpeIl3cFrL9Ytq4gblIg/kwzmAQOvAIMHos1oYi0gotctQ4mggD3K6MH+7sguYAcTQiiO8zBiRZtGMn3RivRP3YbGuefD4ruugK7hC71gfRwd4vG1NWqmyGzJnXVvBC0FVKsTngrHb2WZ68ieLppJQTpo2xaWa0RyxG0z46bAS8V5moV24PGaXMmJ3hSkOOajVxA5w7DZdCvYjD0w6iANwR5gU4JD75GfPeqthsNjg8RLSEOT4+wr//+0/xwgvPGbBVY0k36w1uHx5g2ky479IlfOlLX8If/OEXcfr0vs/rXeDy5Q/ghz/8MZ5++ml87Wtfw3vvvYfPfvazKKXgO9/5Dr75zW/ihRdewBNPPGEMWO6MsKdN6dh4cWMkmqf7a61499138Xff+AYODg7w+c//Hr785T/FQw89iJOTE7zyyqsYhhF/9Vd/hRdfegEHB7cxjmNM2zhzZh+/8cQTSJKxOZmgKFivT/DKa6/g2rWrWCyXOLW7h+OjI1izbCOG+rNsKWoDZtkbpNdSvKo/Q8aWpoaDeqiBXgGsAb4HH4OPguQM8epnaTstkpFlm5kopeBkfYJpnrBarbCzswIEKFkCfPGS69QFRM62UXPohJoB5SgiC48T98HjrdgbYTApFMszC6PBUFphhQHozWaNabLUuTWltrSq1BT6zNXKimo8GorxbTmx7YedBc7dBgtNfF0humWbAESKrnilbwWwWIy2dwLvKVedmfEU/DhuAce+0IFBcmvDpN5urRUxFiXQ9yp169gNjlBFbc8HAbJYEZ35luoLl1yvjXD4i4UVZrV703RuIlbAppUzwT1olByV2yLW0WHIQ6ukhQBSUIRAtyLlBfI4uBwK1vpLYeykqLfjapW5EFYLM8Bvvx+H0YrH5gkxXQ3J9WN2+NhyxuxxqzwG2JORTt9AWM7q2YAZbDxPH5PzAKHUrAvyCLZrabZ9KzAQP/m1zYTv72HgA2mZMZIlvYaTZyR08UmiH7Q5/S4TlXPcL3pC04+2Z7eMh7NmA5OmiPdl94HizzOOJl0o3qYrZ9f2+g/aJCEr3FJf/6qdH7VCD1SdI3jjlCItrtP1NSvFJhYNgwSIB6yDARun07vXqpi8eGcuxe2DxHv04zZJyAjQ9aLkaEv7ruQafABh7/r1Mixl627kUdkqOOb3AsQWvd6xpd8lp7B728VPtraDDA1p2sbb+khFGETqWqz62gxg67fnaFUbKKpi/y+5BaCtqFoh1coWDNwJJAuGPIQxJsVu/fpSGCV/83bYaUPEizQI1JR/Bktvq/2ssApRfVNSB0r9cCW3+n06a3aIk+lpgoLjAW6GGmggrE96i1jRCy2h3VVF8SjL+iNJpAH7yI3MojIKUFvHgSX48LnP2hgePpMNpvfvTG6X/XWTV3A2R2DfO3vkPvicb9PXNfG9agk9FMdCenPIaMwdgnAHotXbUFQB5tnWeXY2SFixCjsPpXhU5dE708kQsro+JxUWudUyQ1HAVguSmC7yCkEXgtseW+CjUKzXJxgXCe9/6P344h/9sbV0qQWHB4c4OrJiF0CwdMd+9txZPPKRj+Czn/0dvO/CBVy/dgOHB4c4dXoPTzzxBF577TV893vHeObZX+Hg4AC/fOYZKBQ//+nP8MYbb+DChQt4/PFP4Mz+OUyT6Yyyg4W5GHNXYY7hZG2FRJNXKJthHLG7u4Mrb72Jn/3sp3j33Sso8waf+cxnkIcBzz3/HF577VUslgtcunQf9s+exYc+/GF86MMfxpW3r+Dv/u5vcWrvFB566DIEgrfffgs///nP8NOf/hQHhwf48Ec+go997GNRmNTrCIE2e52FbECL0hnwlaIo9BXVw4zQR/pJF8ViGCBLDhqw/Zo2GwNYeYg57qg1JnD0wDGlhJ2dHZw6dQrjaC2CWCBg+9wBc6cDBGpS+JxQi91zjmcjULEiM9Y0uqzFmRNxY0qwCL9bonatjUmYeLmsyC1Yloq5WjVxrQXr2ZxSHgYsc3YWvrGWHMM3rxaYywSFesodXqTkwcZmY3pQB2jRZJ/v7YGjjTo1cA9FjL8zBmPaBgBiFZksksw5BfNB4CxQqPq4PViPytntncB0jlk8xcosFQQpAwOlROITS8QkR0Va82QA0NmLNQRNGiPqoxwb8E8OuEotUElQSRj8zFgBjDHP2de5RyAsBFEPvgleSDJQapVEMSA7kyXxb2rXFowOnJW3DRxk5Iyw3/azLrvp5A8NOHba6w4AGiAEqC+0xvAGJobhjiKnwsxLBiVXxlgigoM2MYhVy8BmY+n8nA1IictE+Gx9cNIajiMYr5am9lXtfBeB7mLRithaoVaTdISPju9xAEY7I8yEAA3o2HclZ9RFGrteSmvbZgFMa7XFah2eR0mCVHykpJMR9iwJVUhDbYNb4pWcvVgnsZAJkfEoheCybgV+6jbT5CmtCAmAM6kM4DRIPJPqdDDEQTHb/DVwpGjmkHbWLg2zhma7jGiB9OcmOXZo4D7widgeDUwVIZawsV0AH7BR5dKxJUhwGrxN5zD81w6XXQQ/6F6woUKAxwPSqp0qbHNZJcXDZH/DnoxkR1uFomOqiIbM6rhWqntkAjpj93hQjWkQB6/9v02SkAbZatnRR+T9AQ9sQqAXn+XvjBY58fDxqFSFtRBRdYNsZpgOwD6lMZ3igm0FAO9nNyTTxCiaxCDmn9LI8olS6owH4t1KKc642GFlm4kACL63OZs2UuGTN1RDxhCFC/6OBO1WMDFZJalWPwctPTKVGZgNRHFsYCnWvgXOCsVIMAfn1AZlCKw5r6dDoKjSTa7wtaCYe70+we7eCo985BFcvHAJi8UCtVZcv34dN2/eDH3VzmqF3d1d3HXXOdxzz71YLBa4efMGrl27ipQylqsFLl++jC996UtYrBZ45plncHDrNp5++mmoKhaLJR5//HE88uij+PwXvoDlcolbt25jtdrBhQsXsFytQt9nDclLGKSUEk6dPoUzZ85gGAZcvHgRjz76CF5+5SX87Kc/xa2bN/Hss88iD9nY0uefx0MPPYTPfOYzuOfue7C7u4snnngCX//61/G3f/u3EEl47KOPYRxGPP/8s/iHf/gfeOnFl3Dq9Gns7O7iIx95xI+aBHjr2YthyJhnYC6WWo+7CksbzfNsc4IBd2zZImRGv9pSpiKWvpzL7FH5hMl7ZK6G0VOGTSjOFLd4y4xxHK3iVhWlrq1Vj0fDTCFVShsSi64qVL13bErgWDPaIJ5vA5rG4qQskeVIQ442VAUaLBf7EvqFM8YjOYhysGJ/VbpoX6wa/A6m0Nbb2PbFYkTVHT8bBbXYLO555vzmGSkvMIxDC1N7QOOAntIghTmHaZpAxz5NUwAUVY1ek0ALoKdptlSdCERmtyXtPSBN+0ZCwRgdtx0V3ifTHb/b7EIdXldoGPbVNWpkxGjPmYlCV3BQyxxBhzFdtv+s8hVBsPp8ZgJUyjlEfIgDCQiCFAE0WvfU7jnRZQkQa6VqfqvUGsCL/QdJwvDfxntxHbtUIWrzH0w/0rfQkffPGd9fGTj3Nk/iPC+XTZ9OEMBzv1lvcHxyjN3dFU6fPt09V/MPkRXZ8hk1QFLPPgLblfwE79TVsiVNYz/bEI0G0LVjjjkqsgWR/edYlXHq1gNeoFWQIREwkVzaOr/8fUoYAC+osTVio31jLFvDdAZOQ87eMJz9UgWhVQZti32YZVK8/3DqColGTxsri1ZaNkCIZ+CV+WgpaMO/njEMTIIoWE0e/NQ77lqPQ5p9avfePrudNQvciFUUQ7Qi8BfLBFqeam4GjUfFI0gVY+2gXAHAgYMZZYObbZqfF70k6h+4ae3Da+ko9DCF7ZCKP0jfoT1SJSzX4vMyL29qVvs09XRCH+HY6Wk43UEkxCOYHklWv9BtMQBBgBfx90re66v9G3dG6qdFLW0/pO6zXbdk6R6b0R22WELlEppC8SKiqpxXPbijB2YCOUPO8QwijNU9nZPaOCH7JxJgrZ9Ry7554mtgkwKaIQkRsR9aMpdMMw7ebqNs1nbwBHFRe0NtzqYiJ+upCLW2Da6I8Gf29iaptfhQj5qMBWE1YrbMnyqErZXUIkmtNiv11s3b2NnZwfnz57G7u4fFYmln2kRt4YBZNLLZTLh1+xaOjg+x3qyRUsKNmzegUDx0+TL+1//lf8OVK1fwxhtv4b333gW04uzZs7h46SLuvXABp3dP4eaN27iVb+Pipfvwud/9fACo4+MjzGXG0foEQxrwgQ98CG+/fQUXLl7Ahz78CA6PjrHa2cGffOlPsZkm/MP3/wc20wY/+MEPvI/cjIceuownn3wSn3j8cagCOzu7+OCHPogPfvADePfd9/Dtv/97PPX/PAWUivX6BMfHRzi1dwqPf/xxfPSjH8XpU2dwcHAEFe9mINuFJBYQbKzyNQ8uBfEoXKwFS8IY3RJo3EtRQCrmeWOGK5m8INUSLMw4WvUK2TZqjJszsvPBggFBm/cqbguqKrLmreBvLhUym6WYvOmxuq4xZXcCHkmTpeCvJNT1KKAFUs24q1aXizSQZD3v/DmVTsz6Yi7UUq2lTL6Ongp0oGbzY521nWYbcZfsHRdewJZg97yUGWWaAFQMi4w8CoQpbHWWqlRjAKsJ/Rl0aZ28en0T97rWGqlg65WoUTUuYlKOg4ODcMal2v1cLEa/g0OcP2tBVCJtRoYlwdKWljYkC+0FRiqQQUJfScc6l4I8iPeKNUsdoJMP53aBgIL/jmyOARfTgM3eEzEl8WlFAwRWwGHN7Luskdt12idXIED6YhkHITmlYPFKmYgDoyKbGlozd657Ezuvs+XDm0yrA1H0UTWYJ7blMSkPIN5HMPu2uy12T2a+zOVk6owhfXy26WtQtk2yly11wvHxEVQ1Gmsn6vYVoQ0HfSQJGAW22cOeYGmgj7peFon0v9QlYcX3bkjJC6zNlgRQkpaRq6qhn47+iv5szfbYexaxrICIoMInz6UM4b2trcBFqtcr0EdxUz0ANvCfMESNAMGlRHDB80TblVKzV7VatwkGoAVNmw8RlFkjBW+fwd7Cdn+UQULyYjXVWGcQM/lnWZvFOQrVhoEpe7dVzuRbS6DsP2b+tNl9ifVgVjm4e2I4ocBaAOoIqAUIjMfQFmT+avQsIyoFuijJf3jInuogmLMTF1GGOthJYlqBBgy6qQhoURL/m/ecwE8dtUPhzWLRnt8NPhE6gNZnqerWAU1xATUiXcWdUZ7rf6qtFw8v2VNeJJ5pDTrf/jCAuTucJC2a5yaZbjKFhsUqx5mirgbQpBvvFE5ePavo6XBG8IKIzHNKDDc8fZ2iufYwDFitVjbeaLnEZr1uTKEfTpGuZZAbDEbipmekM2DT04RxyA30SwPHYx5QRFBTDUbTijXs0FKUnwBgMTrgF2t7UyaPrskmBUcMpiuhsCbQUGgtODw+wslm7RXm10PXmT3VRidWqjEa02a2th91Nt0lJADfzs4ulssl7rv/ftx33wOmLTG0C0s1zrh5+xZOjk+Qc8Zd99yDL3zh9zHNE4ZxxNHJCUqpOD4+xt7uHj75yU/i/vsv4dSpPZw//z7cuHkTi+US993/AP7kT7+Myw9/ENeuXcXh7ds4PjnG/pl9PPzwB/ChD30Q586dw/Ub17FYLPDxjz+OU//HaTz//PP4j1/+B955+x2cnBxjd3cHly8/hI9//BP49G/+Ju574H5sNpyM0xggFksRyLEydxxHj0ksZVVKxf/L1rs2WZJkx2F+IjJv1YZa+AAAIABJREFUVffMYBeLfVFckoLAlyAsYJSMFGQUyU/Ud+q3yvQXSJNkAEHKFgQWEAgjQBHAamZnZ7qr7s2MOPrg7ieyhqy13umuunVvZmTEefjx42e0ExbG5mSPrmpQKpOurjsmEnOi7xuNaOvY3JDVymbT0W4bEkJiM4HW38hzRLCEs/W3M9/9+56IYcTJiIFpG6scv7r3GQhPxGwKDDd20+YqvwJJw6tqS4TPnXLp5Gd08UIPOU92LgLIU47SE0eo9qBFqqaDDUzUxzgxHye23vEkCaArL9HBTusNt1gyMIvLxcCrqwN233f0aLipY5vC6wysqiQqykeUaPBaV0/OmpoYxNnB6znfbjc2yCGA6UY2dd9KOzBaLy4n6UWomcCBJHJ7qQ7ZNketUqJvDc/PN3bTd4mDF2KRF1/E5FKGeAWfFWis0X0teoULqYTeE1xC+6mr9LptGx73OwPTaOjbsqnT+7NoGbP8yDgnKAUs+pbBDSxE0kEhg4h++bvsVOvVVEPxeCXyC7FRMHlN0lfj5QqEAu/evav3uQZ/b6pqSnQdCLI8G5gz6toKNc2FfPrzOcrWHc9v/ehQ8NgauaDTYXBr6AATDfV2RAYDvOh1TuzTXQmgT9OGAQGrRTVZzz0vQaNLuC5pZ6ZoVSuALB5nBA+6mqhQtCraxbUMrkYY+UsBLwvMyUTxMdNn9TIWdFVdsRInPUFzNlv9QU2oIZAyEDGx33ppgiI9mGXW5wECwQbfd86JrqpMImqaYGJiW1m9EYYFebem4LAQrKgFyJhgahxl5J1aufwIoHh7ADl33BSGkKebs4vXgAhs7vQBpCnZ12a8yBnoL/XRyQS2AlaAPM2uQ2wnMb4RuDEMI2oSubIKrSTvvUrEC7aFNlOATTEu7dXIresDxWrG+SZ/A/48E8N9D45262oq6quAGjmU1xOd48FXZjoHNQwAIjwmhQMVJNL2TyGJCs5bVlnB8Pvj8cD98SAH8sLnvJKjjSDHvAS+6io033Hvl7WwP7sE8G3bcarUTEK6nIOMQ2iztN4YDjsgnLPW3QGEJzjATmMmhvZVa01Z7kTmQ2vOgx+A9OYUzCt45RzfxakxJWDcJ+4HuWL7tuNpf6oDeh4HGyTuDxzniWNMxHni+ekJv/StbzELVbA9QbmM19dXvHv3Dj/60Y8QQZ7ph5cX9G3Hp59+iu9+7/v47W9/B+M8Mc4Dx+OO3jvev/sE+23DL776Gh8/fkTvHZ9++in+zt/5u/jRj/4Gfvzj38THDx/weLxizoGn5yf8yne/h29/+9s4xsBXX3+Nx3lcEJLlPIxC1+SU1shdTaLjbWsYw/qGB51K13jHTpmT1tqb8hKAmjCU4TJQVHMI94V07CJwNgBj4jgpNt7VcT+VQfe2pmAAJo/b+E+V333istCrN4FjnWE6sQheYzSdr1mbFkCK36XgTx3pADAm1SICTkyFKrX2hqjflKC7jNu3xTkGTDERRzob5rZhD2DbdwQYyHKe/NLViyAS1lvDbO7UlvPsHZsaCW77rqSJQdIYUcGzO0u3HXj3yXs2oLUoWaalOmETHKJZUGaLARUD5MUzo8xOyoHyHC47ON1x2hr6xrW2e6TDFRjQFqqcOqs7mDy0ZnHyKwJD6a4IVk0aEQeMvHIUlWTMFZhxHZg8HufJEp1UIWq/6O/lzxSUB1JcespCMQhUMO5XzGRAri400h0met/hOdxR+8N8TXVhFw3smiQ1AG7AuDTGpG3xKJBmbbGsIOp22+tZ+Bz464qIVhnf4ITK1E40y0fK9hpYmJPSW5TTedLQhsv1BKWE7Ef86ZUkiL7mznrzLFczygrsBLWgvLmCvKumIgzkXNdQrOBCGX1mL3ai1kPPnnxGKxxQAaCJ43udujJnFiiz932t38i6ZnOme+sXjVQjVkuPsrVLeR2QH1z8UCKg4lWGaAJ7R+sbz6vO95wDOVstdsqXOnBkM47udaJikg0p3SLE2mAyeEBUBqMY6NLeTfFYIzlEnGYtZsiYuGNxTgLE13JEjompYMDBWzWnTHMPUQt6SZwvWc264RWuK0vTe103in/mADcSQMvyBSV5Y2Om/RgRqkBdic+BnoSM6zP0ZcSr8e3rvt8ErN9AFmdyA3jtgwJeGKFydFshZKoZoMNcrYaW56VMG8iRS2PTQaff+/L5M8l9uMSxuN1ulDqJhuNxx+txSLtNc0i/kY3a0BL94WelDp6Dy12l8YEEZnNMXAfrEIk9VzhOeahMzq5G4jhPsMwCWL5gVmA6cZzjglAEPCqMdmMZCDc+MA9hQ9DIxPHg1IytsVNznkchJ9ECsXWcI1gCjYYWRHWNzL3kSzUecR+vqRBEzHn4j+NRCNqcE5inDOwmTtlHnCdLipwuMoF4xeOFIur77YbbvuO2v8PzMyev3B+v+OrDHffHHedBB3O/3zVG6xk//Gs/IJKbKM7xeQx8+PARr/dXPF4f3OubOWB5caCzyjCIEG+tIVuW4eUZnzjPiXMePKcb2GUvBPn+esfL6wu2aHh+9x5725GTs6sf48RTe4LpHACfewAYo1VywLmtA7GxAjEnpwkFAo/jxHlylva+0xGe54noCnCDGqJMDmhcVpmNiFjJeF3QHXcGG7nPRqczxonQdVKMN5DJ9KQpwRjnidkGSDXpwByUI4KC0tDZnECgFxJQQQxPKTKJcm0bG2vGCVUduFZLmLmVY2tzsqmxRUnQFOJ421WFIN/QwX2z7d42bGi4bc8wiZzHh53htmOt3eAGijF4hp+fn3G73SpRmOMEwrqNtKsmC1VZU2hclR67Spz+uZNAN3zkBLA4bxfgxFaYtkK/0SX15OtG8T1RCX6EJW9m2RuL8dumX0vjGVNSQ2OhQ36/ToDhPGft5zdBGyDqRYdnUi9gIkqG14igE9arygA/Ksu2f3Mvr/LptZwJuMRsKaEVjPLcX6+ySt4o91rXcG3wWdcnEMX/87kVb3vr2xrAkdcGDIB0I3KRC2lL3h/VMTpjAV2bxw4uKSPUtRifY/op9DfXepk73VOrcAHAFs9vBWPplakgmjbgHEb1FjgTinz9PJY90RCDvaNtDcc5KIk1JyC6GWfLBDLb4uUWUMZr7VC1N5NDLxz3vNnDb7m8SAV/c525OReI4+ucE6Ihcn8kpF4znciI46jcpn6xDhYCpecT7c2CVrYDVImX2ld4s6kxF7xKtM8HSMGTn1cwO/Df3T3j3/vmgQO4OWdcFu0aNGqRfdD1T93pCqD8NLKCu8u366McaAEewQOgOs++Qde4ZFyXI5jfXNt1RVwmloUsAnrtkMRMpLotmanOytQajBJ0QvS5mlEAIWva8hX91917810NE3+vpsoMlqASiV0dnAkgNTfY63nlhq3AlO+NRlJ/15QQI5Vek6ZDaRRq5ETvG7beWcqb4qlIh8xIDjLoeBl9IlM6a7s5TM4ME3muz6WzNEeyuqoArNFg+77juN9xHgfL11sn56Y3IWRNUkQN9/uD/DVrqTVg90g0ofUM6ImKkI8nzbuknmTOk40c287S7Eh1djPgSc1oP4+B19fX2r58bvOyk1cwP8aJl9cTj8cdHz58wLZJJim6AhOOxjvPgTEPGv3oSlI4YSd7VkOSkUh3dToAMafVBr61hq5g3YhOdjqQ43jgPA48qbS/bZQHOg6Wbb0/FirPLP54PHA8DnG/xJ3dNmybxh4mhaDv9zvO88HysJLLRIpbTXH8040KcvJD/J9FCBbPWOVARJQQbt82eOLHiQmcyS5q7avpZDc1teHS2GB7Z709o0jr/BOBskMFPI9dU0rmSfkaozmwqVqBbqaRsFAguSbBuMUvhEgVX1Cm4UqRgda4hWwOhFYhYNmwzNV9f5VxcRk9k803t50i93Ocdb9X81dOVV2T4aCybIh47QoQmGQn2mS52VWNKyJmFGoMIZWBQgrtY/TrF3u1GnjIbWbQi1wTi4wCeR/OOTBPOvpN9BWXMonAaaJSXHWBly+wY3fzQjWu5NVGu3O3Y5Wsr/7E53IFWYBFsKHA7uJ3iABhafpdfRLq3xWrXP67FD6MTK3mEejvm4LqMVwJaIiZ6Fsg2o4CRVyqtZ8A33+cQyMlr1W5azCra25ugApgrg7qhWCaSjYWpx6iwrW196cCuuUbRW8Zl+ZL2RNfQ42JnK5gUrPUM54dz3jNfC+s4NGujJy4P+6Fws7GAH1IjPv6LPo66QJFVj9BGgCLFTiH1se+fWYiSwXAHdTLzjr4n66UpJB5oET5L7sDG5Akw18OXTQr6hMzK6gSUbMkV9DTgFBHtYOyDEbwOdFHcBP00OgnRew99DaaXBMMwqqLIVlm9uzn6qh25KvRRA4+rgGizQPlTTyKCzX1pmB2YJXIsYKYwNJ4ciZzzfLMJ0paMP78EiTUF+kPMMLZW6/PZ/CnbrAUipmCxcWbAJhpWOIh0NmpKG4jZODHPDFz4FDgZX6QZUZ0K5eMSYeqjAZ3GZtCGHxiTtzvLwyKzoHb0zNaTRRgFt9DmZB0FSt4yMTtRl4X527ruUUj8uPMvNZLaInPuw1164jRajZ5jlkdaa2Rc7X3ne99DnQAe6dsze12IxKZE+f9Fa/3V+QEnp7eIfbVFTslCm2NwtvTEwOfRtIyxBEZ58EY4WyMOXvHvt+wbeSEYj5qDwHkj7UIjAjgwfVs4gPmOMSFuZSp58TjcWKbwLt3CWw6b/r/pV3a6jkuygcD6RBJbN8Z3J4TyHMosSEN+zgP7eGs6QdEV1RK7NR8Y+drh6cleeY4uV4HZgYaPBaQ56L1Ddu+oc+Gmeu8cPYx9/jT0xOen9/h/bt3S3exAf221f6v8yYDnTlwPO4YI7H3m+guib1v2PYb5kwc94fI54OJQS6kAw7agqg3gzcFjjkl0l3pLQOVRJV73TG8vXFkEKKgru9OR0ijolnfQQka5WbkTo0BTAelRH3GsHg/P4OjQmc5LdNWMlJgrJyrgvwZpBi1CPSdXE8AmOPEeR5suEtO5TKqGIgqBSfYQFbpdSzeU86zUN6ZlvXZKni9JpwBNTVcEOqcyUlWvXvyswJBBQLpkvXboH1dS2DrRLYTwByBjA1QANlSiZUQ/inuoTur7fPMCeT3FrXg6enGSg9oLJscb3VhBzQLvRVaFAFMKICS1BCbxaSVKL/F7ndqLj49PaHvRJRikDcHPTcLmL8FR+ixcA20tU6F0GaWLV7lW/32BV30vTMJW1w+wIGDbI2DOFxkkXKhU/63AxNAJW1RUIq6VCoaRuE2gUIavpCDtjV9n+Z1Mmgih44jTZs62pnUGhW/Bqoqwesaz/PAnA70WwXkZVPaWk/z7IdihNq34rBWoVtBoIXUOSCDCcW2b1SAELVrAWtKFidqN1eVFARHzuPA8TgqKWA44aoO3iQM5b9DlRP7BgERnm7lBl5yzd8mlBDKbKUU23VgxX4A4wkmzjdyHM1bt6QhAtsKVLxAC5Jt9X0ZPSEqBdMqCEndaHgLhGOTqEyRr83aoKlIvzJxkegzk00gAYThZ4RschYp/SpA7kMfELl80iAVXJyrnLbO5cpgwgeEJwE2p+bKXI3j0KSM1pt0Imlwe98qEKq5lrouu6Q35WGAzvXy+TMVjBWgELUZfbhNHWiBCuanMiMa9ib6ght9soI5b1oiv0SaMjmibVOH5Xr+EH/cenc0WJQBYYBKor/KNu5+nLwuzupUtntxDk08JMy1PzhDXM054obAa30ePkXw+MXWKa7LtUbtITpEHkg7/a1veGTDcQilLHGr2gh0GOLh7WpkYHEjqN3XuP+q0SgTOQLjOBHZMCTyu5AOrDFuM5UkAB7bBZnRxEIaoKDqdrtVlysu95UKtvfOZohoQEbg9fEo8d6GkN0IdpLPiTETfedc19aCScaYQE/lZ3S0ofJ/YuI8NC932+DSDOkPfK6b9oyRDwdbRj8T881Zs27YTCzeLBbCHBG47TcYLLmet3SAG+LDQei4ksI5KBXDjsGO56cnlpRV7uP5AY5T19iZwMVcHYlzTNmLfHNGW1wmYGTHRFQgm5gYJ7U/u/hKETozkGMLVQ5g/nDIZrVaKwaNo5KutsUa00jMQqgndFYX34omIWrNjHq21moUXqkw6DW9rlPoTFvTTWYQYZwKwHCeRS8qlBTB0XRerzTSx2uZc/BctCXFYlYf97TT99QZWJUmAtgV+WgFHKSQRz5bA9AwVZ5uSfpI343JoJJ0d1mzZMcqAubACTUoAGjbJlRKwEfQ6bcAbur033uvsrOdvyXcDA5bxaNrPYkG8R7InYVoSFF7EMP0AiXiCnZssxNT0r9Rz5/XyIjkPAfGuXR334BCWEEkL3l19Jqz3JS82Ngw8HIDmbnG/Ex2KKNQM77+7RQYf46DyMfjKKS2OWgZSz6H50xnO+zbZiHY7m2w6kcr+Th7qKhAyPvmGoSz6jKKjvB0e+LUpOSoTc+wnjnRJs/5QhKn+NlEkXMmjhw4DyLICGDfN7x791zBF3wuAwX+XEEpBu1ACwI0tn1OwubJpKP1xW0kzWNiKuHrsWgaNrFuNBxzoKPzTED75hsC7rQFQwG5xNiV3LmKgHQkt3x2IdmyBZtvyqYK4QHj3nA6AKnO2Gmuh4IjR//T+lxsfonBrp06zRKo9GbmJh019P56Hc5EQ7vee8UPxRvm4v3r9xzMVkc0FtLoGyL/QZ8XK1CaWPOoy2m7U/ySea1IHRCfu8rHRb51tHhZguu9sSlCxlxdWUOlakyO2+rREU3cOh0KQv8d0SQaOpWlpQ3YxBAygMtmMGrgr3EOHIdkOSRA3HBWNjpqYy95Bc4UftSGdzZU4+kmkYEIEXcTEj7Xwd8WKpAylulWMuBNs0KVAc5DBzxqTxh5nuPEqEMR6LERubvfgUw8Pz3BCDgSxXldmfYKEtwlbWTMTm2zSLSQBqLFJ+Z54mgP5GwSzZ5obS/h1NJ4y7XP1kaGEpo1+WDbNvRtw23fK/ONXNd5bUK6fnHW6sC+bQpKxY9SINs38SFvT7BUUYQbLsDn1cjLozEl15PouadAEE0j0t+w7Tu2To6znaSv2Z8xhPwt4eWoYGCMgeP1QQOpqUDudHQg9M0qQrSgQbwESVNooUWhW+uIvgJSACU5w3L0wE0CvWjrnPtkBmzw83LeB6w7yHF6tiXCbPRcy6GpGpBT19qUXJXiRFOZ0H8UtF5t3Ju96oSen1XTtqAmAPn2635eWngAgh2pHs9ZDQkQX12NDVOfWc0UUKe4eJuqz9R+Tj3rEP0C7hQHkckNO7beMGLiHNeu0lnrLhKUUjR+pjH2eiqZsF7ejNXIae26lM9qrSnIykKSrmaf6zJWI9Hl+wg2A7FRwM4dSyLK63rZ5zHX92YkRxAK1Ahk7ROWr/l+TTkrxFXvPSpQc+PfNVCq5j5c9tflj89eF/IsnKLk0ULJloNCAx+ucBBJ9di8xDo2uo/GICLmStrY6euzfm0quop/x+U9xaEE18eNc9XsKP9O+7Y0Ay3P5IfITvFRr5dBR6rhxHPZKVfEa7nf73h5ecHrK3nhvTXsvVcfxfI8a0/Xs+gbenOVMHDOU7Qe2vV93/H8/Iynp102zZI6b2MSJ7lLHnDFWNMNhwI6nPQ5QDbqze9xAlhJEebbvoorheMU8kikt8G8Yq/nohR1NfEwtXNzrUv5XdQTJ/L8HNr8bWbWAjoTtdNxJuYMZYrMvyNqBmk5R4SaVvw0XOoOP5kL2EOv2VDAB84LidnLQSYEU7pmRBBYBGg9jEL3vJ/8wOyALkFcepPkgmYdWH7TOVOPDlXWK46cIn9yElGBme/WG2WVX1AjAF07KRmO6NV93SUBsYJKFhhDD2s4I2lNlewKlZUktGUM2wW1AQmvV17DcRz4+uuv8fLywkO8BeIAIlnS4CD1t9JBfj+vFaAEYKo8g4CpwR4DycCYQYYTDgv2Itjt+PZ5pJBmCgg/pBn49ES5jTMOxBbqwOSzaQrwt32TLAi1BufOEWvMjFNNPRMtp8SCu8qbyl4VLGUENpDPNCHdwAreEg+NXKRh32qNwvucbs5PHhRF5r2d48QxHjikb5hzYtu3Ism/oUOIhtmsJqpA5lQ5LEMCzkx5AIlTM7BuyE4n1ADMc+BIygl5H3c3ESmQd7OBkeOWEG0hMYNn/zjulc2aJ8mS79tzZXpFl0OPgOxE1mzr3qICu+saLsqMJhxEAqN4H+ys7FxjNkDx0JuW4n25RqyNKi/d9ht2yY1ckU06Siy7lyix7JoxnELHVJUIBY2zAq+GDHKjGASRZW6b4xNbUIEkOxg8Mzl3QLIoNEx8Zk60SD5XIQzhKTdOoicw3aAoWgiE5m99Q29bPbNKlpOWFv4sAKEzgkaUzw1D1CZEUQEOaNxn29daynJX4JpATCE7mivsoAFaNzu8mYMcb1mS8im6rjaNanENr42MRPOECiLV4Lm4oMhROsHea62sVbhIBVKimEBkKNjuscYrat9MPXvv1a11zNB89Ag0JV1GtZzcLr/E8LaLC+3LjGAQwA7xHUbdYR0a8NpaAFsH0NQYprPcG33pOgtEvc1ndHKx9WVzvCatpTjDalKyEsfm91mVyUr2L9QSAzpWaLltbnS02JB53h1b20hfq7VZfuCKaPK489xxnDifNbnEbyeVXX2SfcB5cvpW8d4VyDtpIcKphLE19DSAccG6tR8YwPHP7bZhL7TaQzJ4DleFUOdSXOPa9/KPLYEtGlLVnFBC62791no9o00jfO3PnfDwAuRnWyMXcioJcIv25cu+ruIcgw0NwPDkoJAsnfy+gqr1TmqNDlv1i4EDsLpVjSI4yg2UvINfb4M/x3zzff4sHLHRUMWKbBMiGMvhzgBnqaaLGBWHVqmwAJz65LcZamXefoh62VsOyUIz1j2sIeGJpX0485Q0x4L2x6WTyZ9RZTSVH9M/C5Ulv1n6Btci5WhXoKcs8nKY2IBw1sG4BnBvUJkINT9kIVZTMjLnwSkdn332GZ6envH555/j888/xw9/+EPcbje8vt71Po2deHoG5v9RgFgltQiJi048HndsrXN0pJEPmCMjPmKVaekkDsm+tO0mJ+BnaYL1Vs5qxmTwthFemdKeIqxupPhqQNRpp5J+6zQcCaLm2RfKZf4luWdCytCAjYgDRXrX/mJAyxtrQSJ4XcckuhKICgaIrrBEaYRpzEF+y0Ge0+3pVry0hbZK37RdhGylE/h43HEMzlM9x6nnP2hYW8dt298kSBbhnljdjUCidZYdxnmyuQdA26Psgc8zpwltauQ5WFKZi5Jh4+J9gSBCV445VqnWSHbvvbhjx7HI416DhJLKtLNG7fFrcldVj3NobN0VQeFePYUU3O+ULfqkvce2f2O9YZtGp/62wgDAQYkiF2E6ReeZyetlMDgv9gmyXbO+4e8TfVDTRBOqomYOOkYnDMCi5ZvikyVF4n1FBDDK4WcCB846W6vyUJe1glMn1tp3SDUgSR/P00EYDJHXFpovad5YBcdJKgwcvE/vp8U1670zKRnsNqeDjUrAiZMo4w+rNkSVgpOdZasxqa1GHmjeMJH+vDyLi70WclVcwEIhLY3EVJgNcIEjD0wlen5ff9n2TCzULi4TdCpRk30yhw5Q9Qjig8JBMa+3SpirZlbBkX9unjalilwGV9gTtGGtNzYVnuNSBm5YJdaFgJPH5qDHgTG52YDR/OV7rv5n8Qllj7cFhGQC0XtpmvYgTznLn68qiQPTlF+o/go9HycGSFFPRJW68hSP40Ag8Pz0LO46VUJ6awI6vNioPVxi6nP5FTg5Ct4vxeKjVDbG6elX69q9jle75cTMiSkUXG779masKu3ipu5xJRtK8pFZCaPv2TSosiuKc3Kq16FFyeMhcUFGl+1z3AJcu7BXAu6bCKDs+sb/uHxBR2UnOM8E+TwsBVnnLDrh+QBYhWyBiC6oX5vmgpJcN+YVkUBASJ43qYPYqHPpjDTrEAJQ4BAzKm5sE5XdVPGjMXusA35xBlcj52Wf87KYAWRvoNqauEmAkLtTAZG0siKqEQURGE2ImcInl00SXDcag6xN5AcO32ezNIRI/s5q1bFVnaq6do81mwE38uNaxpgK3B/3B85z4O/9/V/H3/17fw8/+9nP8Md//Mf4/ve/j88++6yc6+P1xDwdqHQSlYNl6K11dkfOUXzMKZFhlm14I50FsiqPb22DpWt47xSN33tDNqrlmyfWQ6OpLKKtQLNF4FRwd55EJxpCnW2J0Wc51K6JG9EDt6cdCOBxnLVm45xIcSktyyRzSKwoR30v/P/J8V0JCv++f8fRd/3OhONQM05l6pfylQ1Vbx23vmG0gTMGPEkpIP25MRGgXEtOkuiPPHGcJ9rWsfcN9+PAOSa2fafUBwKvLwfGPDXT+j2MtPUWmBuNbbSGOTlNhfuHciVzEI2JFmXoMpYe3hRKtHXyxE6sLtNrlg9kcWe452tRueYKJBi0OrhRIKk9XJm7go95DsROjl/vEvnOhpFRHLYxJu7ngWfztZhVvLU3cigfPnzA7bZX4LiQScBai7JG33CuK9E0Gg9owEAw4DpVBbgmfHW2E4A52x0y+jr8sdJ5c9GW83FSH1XmogO7Ydv2yz3QLkawtErEZmLFq0wS6LS6no80OZ3IJpPYwArSEFEj4ni2nNBiVUgsepxJfDWiggg6Jnah0ya1krJpU/sMQMSGiI4BzslG2cWo5+AGrTkOPQ+ibbeNk1/Ie4Q07SR/pETS3uEaLEBd/FDiTxpjZxCPKZpN1KMbY8p2LbqMRdATQ/+W7rDs4mOyKrV5co44r0Q8u60171NZApvo3F0vf5F8XwZwiYGTioOTe6aaHZK2MxuRu08++QT6YDzwCnfZGvjxc7qCKm98o66LIt9LHcJopl9HOzDZZBVvQQKirFr7ECWoBdDd6MOqAntHFx2lRkA6XlB8MBMrZvHzq8AMpae7bzcjnqbnAAAgAElEQVRs2sMZAg3OgVMNX5RMWzZIHrrOSTJAQY9807RHjV7pkaZ97QqA7cf8FdFqiMd5KnkBG4jHxU44MO2eAjcmZrqJ1z0XV1QQGHM1+TDh5jpQH1cd3o3rdB6sxpmS4q+utbUtqEEGuDzHqhLRV21Q1L+MGzDHCnR4wAq05WYbiTkPULrDGcfbbM6DtdfbXhBEp9EyDL1viLmkOIY4lSyDQBnjNavBJfpmdnUKGelbQ3TlqwNvHiCQVeZ5iz4mHDh6cziTmirhGcE8JXp8RUiqYQiS7dBmAcxvWORwr+PidkStYWpzEGliOaLpfZqU0knqTkSwpEDHsBidoYM86/CP+tzX+wvu93f48W/+Jv7xn/4p/vf/7X/D7/zO7+AHP/gB/tbf/Fv49rd+GV99/TXG8dVaWxnI8+CG3Xo3i50ahTJoFfRfIgUfiAAz+symEVAT+36DhZFbBNoOyZewJPQ4TqJ3jXIo9+MhAvUsY3TTyK0xBvWwTnKUPGfZCUrvG6KNuj7usRNztrrH1hoR9cb9QCmLKLQ0nUwlRY4tq8CGMR/+5OQK8VKnAnh2l85ygBOJJq4ogsH14qlOmGpk4VmXrgJQ2T3wdNs5IjE5S/j+eMXjcce7p2c87TccJ6kA2HekJrJs24bzOHB/5QSg1luViwFwwvMUX8ZpKbCEZkPlkNsN798/A9Hq3iKCXaOtV3buBDTHuRqLuqc38F7JpaRvO4QMIhq2rRW6w+BbHdCDgcUYJ1y2fXn5iOMYeP/8jGhgc8+FI9p7x9PTrbQzU0GVKynmal0D4eKy1X2sACNaR5sKrHOhhECs5hS9rycRJZY4cjBylNVBrYGDRn5+vLExth6h8r9f4zFmQ5+/b+StnSqtXm1ZAys6I6EzMGuk3zWh9uujkmHUWdg2TpnBVGmfhgBuVPTpXwhZZzAWK/EaFTDTvjuht58pGmkQbVmolsuefC4ctdpY8qzueADhypj52VpfwQrIpL8Rqv5W63bCMjFQA1QNdNDzbL1V0LmQJsjhLrmkBBvp3gjNO0hwcBUsxW5YzzuQrLAIUYQ6ZLfmTnz6tqxlbNXx37eFEm8KtudkkN/bJju9fLVBG04HGZgjyy/5vANAqr+B4w4vVS7bT91fap+wukCf4YZA7tUDiIZse/msFTv0Wieee1GrmmlwqmTa3rS+qihJtQLqPwP75hGgpPOMc2BsShYvCZApBIYHEl4ThUTa0wxIw8GLzikToW2j7JYb5xwn8Tw79icIV4lTRO0day/u215DDM4xCiRBUJ2DZ1TXNYDRJiaG3rdO3EL033wGcIwT9/srtn3H09MOj3ZllZQQGcIqOo6DouyCe10Cgc0cgA6N7BHp2FYtomFz9N0WAd7WniOrL0KdJjoGFtpyMZKU0qCxQU5mmn5A/mC1sLtxIrRBPa5Hu6w4SZBRfhwH+uyIp452EXs232wdFG/4Suj02hVELKjWczXX5/WaAhH1+3aMo3iXMljejs6c0csQk6PjTBhvnBgDtpWxAdJUVLm5B2c5X+VGWq5yOKciZGnRBRL3xx0fPnyNb3/nV/AP/sE/wE//4A/xb//t/40vv/wS//B/+Ef4jR//GN/5znfwtD8puFYQO4GZRNNkecrAOdA34ZqEC6i0rbKK1ndGYgPQn1qVHH2fLLmgumjPeXBKjZowyItDBYOtRzk8RCAkWcBSRlRQcA7O6pxq7AhliEiT+YUXpGQY4AyfjhYTGjk1tQ5rDVzyBSSJNGc9q9SzGE5URG04+xqd50zSHY7Ta96mrhW1N64lod46bjeSs7lHXtSNveHd83sKL89RaH6JyMYKNBgEU5T/+R1HShYrp5KNC1UEK8Cx8c2kwoDLbs7CxxwawRmF6FU5EUbTHbxlTZo6Ts5Sfro943Z7QubEfb7yvSMoLn5QXuY8T/T9JgFwlqbsZExVcBIAsLT0yaefABky9LPI7kbTvkkEt85joZdz8ZdIWRncW2+aLS72xH+QtabcG+ZFrsT36igvbguZNuCrtO5nwEktWpMxsN2IVjAZOS/JI7tIIf3RJco90La99hq0J8WYLf7vtSEwHFxpZ1SC2V1hWM0u0ZzQKvvnZiUf9ILEN2TtLQcE5n96zB65puY4uqNUjYGPWcGBgyUizRdfZp8h2xvawz7LCFx2e65nki7dk5NbUkeZ8mG8A8o7EcW6Boi7OKKufKWC4ybnbJLT9W96IaBJOdB1DJwwOrZKjE1zwA2tiCaQ7EA/x8A4ppQDVlDGj/C59SdPWCi+t5V8D9n2oYoIvpmQRJB/28i1rMY10dYcOKp8pIZKBzZASP4phTxeGzKdUHlvTMpGwDqaEfYvSrxyInKN6GNAx85kCm9v6InyP03VUiiGcdf3teM81dhLm7DAKP8+J4qNWk9z6gtscACs1/fe1GgY2KID2IrKAFWZ1qhP1H4G5FexmgPpcz25x7SwpewxRXGiXWbZeds6NtO+5tI/RaxnNUSLa451dO1jqIufdtUdfyrlKqpsutgZC5lZkPBbY2ZJjN5WGTut1aRDpBOhQxKARmYBUVpwkMFx0FGbPBS8zEWIbVg8EPReWWWAxP4Jp8wsVdho5CSx31e5Slq9DNNU8Op7ld3hYiIutuhS5vE3sTZMc3CrWnYFU1id3VOOxTI3LSwkm3VIgcA4J47HgwdrU7khoQNdIajel+hnJEo/8jgTX3+8Y7t9xPe//wP8w3/4D/EXf/WX+Mm/+wP85V/+Ff78//1z/Pg3fhPf/ZXv4lvf+jaen58ugsc6GOnyWZRD/Wbp3GPN6HhpeOc4FWRcpEl0/2MQlZsuAYYD6ZRmpVFmPoQNmn5xEUkvH63uu+k1yYkmoehq0ogGgOPnaBBRr0esEkgGS8ZD9b6mBGC/8D2HuGWHnDf3xOBYt+A+zOCkEQAl5xQtcJOTbyA1o4HliwSvJZx46L5T6IT5LTNBKRLzBRvXfeaUUWrVhAB32gLYn24oX5ET759ueH5+VpffAagEmXbkCm5aNMy+OhlnmhC+HDLAAMhzj/1lhGUJ5spo1+1JK7IvGQyg4aHS3kTg1OdCgcaWWWR165kN0VdaN1JMeaBoHU9P5r5S9zRBYWqOYJz/WeAI+245MDdJrZL1WCjddv3dUVWGZTc9Tq0JdVOBqShEKYqKUaYA58lGfe43tf7IuZPFUyJ5iAqwRiGibHqmZknrvLVoyNtNtn9UQrvJwrFT88Rqlpw4xwNGKycC0aRNiMUVHXJsHM+cAM66ZjbzTKwpFKpOyZZ1xxeyuxGkmIyDk4jIjdSeUkf5UGc4mwh2ljwvgvRQEBKy3dTchORwgvqyl0DRz3fNI1+NncBqsGGi0hh4pIOeXqhn69ZDRvkaS41F+cBLAw/s71y+dRKahZSv16B+FhfZlyEb3dAw5sT98cA4ZyWrBl4WsHFFtR3kqpQZSnAAZEuW1qNdNE470k2YmMSMmh7gDD0gANE0bniNtYX2vJODcbKMnB3YtnXOPIdZK8/fUxNJhoM2BfgGf1TVcNd/2zhqb9t2IpGVCSt510hZ8vVPHOdB3rkoJyi/gXom9MuB1kD+ePEzG8bgKbjaiKYKYmgjCUTWmtKXmgI3lNQz+Ix6r6r4yG5aeSSqP2LtTegqS2kgJzIm2iaU/trwF1TAsa04B0fZpvzcqojKTgWwkUshqREde3oMvZFeuKLShX44wznHRf+p6vva5L6Bi+nwYfL3fBC8WWtk3SU7so5kzkEjGWUTCI/3jj1YbqwDpU0Z5UB4QWlvNX0QfctZi3NFXpcjEfIxLWWrgK6QwoucT91XqwDPBszr2bCyhiLow9Dx2wYbQBtqTHWU1lHXjFNdo4xwU1dgdXdpc7qb+pP37/Hrv/7f4X4c+N3f/V38+z/5f/B//h//J/703/8pvvfd7+MHP/gBfunbn+Hd83ts285sWgH9VbKkrqMt6ZV94yGFSkhaPBk5S5OEfo8PsjcKakdAGTS7mveuzwub2lDwFLXHYAM7GbRMjAq+EmqQEdpgYWuW+hnQnoMB6nGchS4yoweQ0wA404/MMq6O6cZgiaWaWCAeTOc4NOpRerSXguvW0W5dqAGfja/Nr/N+5b8nMF1O4zMf93vxcQI08udxloMpKZwkv2coq9wV2PdOA/R0u5FTGk68VFmQEHhWds/gLi8yBU5q/MWmqYYZqxFs3/bKmkeeGJog0r0tdQgZADNQWmgZD/k5Jx7HgZzjTQc6wJLc7emGiKA26Ri4uRt4rjX3KD7vJQA4zhMvr68lMwas5rOZLGkWGim6gI2oy1MsEznRfSuT4eEJvbprG/dC5qUZJyVpJYmvclbr53YIUft9nbtNDn4hcz4WRHwt+DuU3DNwaRRdh6sUaoLQGV9B54UPDvGZhVhu+03zjSHh5YGMrk7sa1KuNoPpJG8iLv/jvmmVyJj2gaAd5tQeT7/xvpOfiERKbL43yoolTr4u5CDsqepAcf+m1rKClHTA5l/NWkcvgFHK8lm967wkqlx48ZHs5F4dtw5C6sxcnu3i8b01516fru5bK0pA55WAzzX409x2SBbswjf1mY0gj5shrWGMqP1dpWhohGxonGakBjQQOJpC+TgYIOGKEzuo1Uio9axmn7Rc1fK/y58bmEBxPNedgf0UEA4T3FNjLO46eaCkJw3JZ/W21d4O7Xd/mQrAjyLKx6YwziSfk1x462uW3fPnV6C2zqppK0zSRgXJ9TAVWLTLvjvHiRx8f4vLrziEfNV93xn0gcnSabBmueHyQb2TD1/ScnPxKE3VcaDraXDnSbWTx+MBd4Eb9ArJi1G6L7DB2UVLkpVbQ05O4UgFcuh01zC/rqkZJU+hLeQeuStpzkRLTyK4ZuIqNegAZaK4C72CPJJsp7IIyNgq8dPuYoYT0apoMtIHyIbKDSs2euL95QpIzR90oGsHxge2NsV5nojWsIe4a9JwY0LKzTYDbBQKG6V8Y3AiaHSNljKe0yGZuBjR4DVimbh5OTyG+CvotjGCeSmtvl9K9ibiywnf73c0BL79rW/jn/zP/xR/9+/9ffz03/0hfud3/y/89Kf/Dn/0xz+VjAFw25/Q+y7Dos9SAGgtOzajbNhvO4PGbu3DshhlrCzM7X/v+85Gk/fv8eknv8TXbIGt79i3XXyMJ3Wz9Qv3C2XkgIVOEAVAlSKcoV3LKhENfdsLqWqxVdf4rW/om42PrtNrXntyGdVMdyaP2q9AU9Coph05bpdtXRp1eYTbbhaytBDsLBmsCn7QgGiYkSqBs+GGj8alplbcWWj/mISNhBBgdiBvjWMgD01PYVkmypjaGK3SHBM1NlFY+3Khx0x0FscmouF2ewaRo3u9VwuV1HAJ7OAyIEuwRmQSgeN8aALNtQLA5Gvfbogu5ELTSkoKLAFMNzwkZnJfc08Hvv74ET//6hc45/nG8E4kCfWgk25OAAGs8Wh8fZMenztW977htEQH2EzFhfH6QBwiNRSKstNaY9OWfUx4D6zgxTYiwY5SfzfV4ARsIv2rm/7gSDyj+izB8TVbyVVZt1dIRl72qdEOlSFnskHw/vpAoKHdbgASY0guZW8SeBcqLSqDhHMKHQlc7K99xBjisMqpFp87FietghHZFrjRZCUKlfS3ldwjmu7rBLDQ8Na+mQhHPV9UwsR0KqJj5qFklEmeBz+wsgJEOChxwo7L19o3tlW0H4vG4Huq0qgSZSgYymgq9w8itxebAABbLFtHOsapigY5bIv/BpzXID0T4gKpMz8rSPczIxJmsWhKxc3pcuiaQEIVklnPobUsEMPVHAdW9LGKAdSw5mML+blIUx/E64fL9CkbpcqSJhp1++eI4lQXGJNgN7c2iAEFP4vbvnMajOfcj1H8dNuqCAHHClx1qXX/rRLC0KjCFThf+boOrxTPL5lBb8OZldD23tTJ3TDOE4/zELp8tUd65kLgt2gCA0jB2vpqulqV26jE8X6/K2ikL2L3PStn2QJbMx1paFZ1rMYBpEfIi5foICWNgFk3CpgzVicbFjdwoQheB6FsRhrbasWv4InVZB6GRAVwkYGaYdrYiVYHqgKsuQ6+z0DUkeJBm1P8G3XEacZxpjpqL9dnZAxBtOgco2ZwM0DxZ62MdBdsHYD6ulETXLyh3vJLrkZEEgOpjV2wd4WSzLzamp1ruN8Fd3d7mVxLhOEEwBnWc3JSRm/UHfz48hFjDDy/f4cf/vCH+N53v4tf+9u/it//yU/wR3/0U/zJv/8TfPXVL7DvO572Jzwer3h5fcX99f5GYJn3/6iAZWXwbxKhCt/Dhlm8i6a9xC7bTc1LJ8apjsemDl51gppj6AO7PkSfIKmC3lbwVPwsXde2bbg9v8P79+/x/PyM9+/e47NPP8P7T97j008/wyeffIrn9094uj3htm/YbzeWPp09tyWmfKVwcI7tht7dSDNlOIOTdPQ859Tz6jusVYhypFk8HgpcnyuDFZKAIPp8nCcex6EJEqcas+RsV0hRAY6RNK9dDjUJDfthyeeIGB0IDBv8XHSE5dK4IKN2PdCkI2he3prRm3DM3cXD+aa6QapQj6npG0L5bCDtwM6D+6/3rk7zhj4pgZQ5gN6wydD2bi29KfHhoWaZJ4wx8LOf/Qyff/7/sWP8tmmKi3jfjQHhOHmffbgkeK1MzBpZtu033FrnnObB0vqYE3mesAwfhcQLLpL3CfJnI4vH2zv5oAw+aVGusjd+whO5xmY2ogddDtacNcoVCfFvDdvthr0zccrIoupFSvglOeHjOI9KQPslSa/yYcRqHBEv7LZt2Ledaz1I8jdPnBSEKDuw3kaByJyLxhAO+CjrYlw7gRLSZizexGt14GgRlUCLrexzRFMF4ppw8mvOsWyz0a7LWfPe5t4UwhRUhGitYUyXo8FUykCESokA3gQebxLDCq56IdrmVBZc4EAELEub7KTMtcCIBArF8lfTe1rrz5Obilajkww1Ll1BMQMx/rclpWzLWAWRPemoDlyBjhDtcT0sL6P9opCRACSybjCG/0aISw0CAPu2sWlE0mJNtKd960hscEWhpF1bLzqbmxh5tqxOknWWjay3vgJr2mvNbo7LnkmUVFREQ/SsW2qiLtiWeuKSqxZLccL7UkheJ5Ul09xiPvc9OnY1QrbWWTlS9cD+s+rM4F9b29D6hgngPA4gqM95uz2LG5mScJrF/zyVKEYAT087brcdt30Tg4RVO2sEP46BbfGSHDBB2ZmIk0nRAJdl9GNmMSpr7OJTONKGfuaNUSG3nb02vTOiQncidNjWokIISai8bJ4XNyYDkJXWrUC0lYClOoZUZjZxu3Z0zuKXRctCTK9BnjctgwIFC3MFd77RxYNJzBlvupZsNIr7WL+raxQaai0qwJC6EB09GyOO1sBsoe65QoiyOEA5k0iyPqsJlj4VkLzcX3EMSri8e/eMv/6jv4Hvfff7+Ef/6H/Ex48fcI4Dm/hm53mokWDUgXNGeP2alUUyC5y6Z2oFnjiOgfMYCg4ZIJ6TEPn9/sDLx4/4/IvP8Rd/8Rf4+RdfYuRg9ofA4/HAx9ePuL+8UtD5uHbFThm/qeDbHEE5m0KXk0iBHJxL6/vtprmjlDlpe5OkQSsKhbcaE5i4PH+U8S6eXD0/BwLkITJQ/QS//MvfwXd++Vfwyaef4PZ8w9b3ml/cJaXgin5rTVxToriV4wFVwoASII+Da+que7oRWZqZagZZ6KcdHM+8qgoJcjsVTUwnYjnKuBbnSs95JOA2T68JHRbX3KgT999Wx/UqW+N1KuOfkwLpStAiiEJfk7WqHgDSdVPiKuc91cXskhnXshfC/dVXX+HP/sOf4eXDR/z1v/4jfCpJKqOHx8HZ3uO0Q7MkyuJoMXBgkNu3nTJQLZCDe+AcA/NxIAfLeZ7+4IzeE1ColmCtXJbIh8pwlMUitcAmtSKgdImZAb918ji7msh364kInvPttqN77GN4ljwdFXsX1sCHBJ0vWpMEUa5nJ0mSMWdJQu3brtGlWa+nvTgraHWDWgVXmVCpRhw5Nx6uBkTEZc+/Cboms7DBcmrrBgicrJd5Lfvr4LDoP8PhsD2INWGjmh9NOS2bZ3sguZhT5yp652dPi7Nzj15pXrh8ku/PoEvIQY9E+bGLx6Qfa+YLNg2VEJIlIX3fZ31KXpYgLtfi9wSk1yw9TQV40R3xrWivRZZNWtXAqPu4zogHsGxkD2BW610FpwwaHfRD0Bt/eB2oUTnWoB/xaF7vf0vH8H6XxJLPyWpOMeLqIN6+bAXVTnLdIX2eB8Y4SXcSJz0FClhBwovZg5Q5bjuh1Zc9+81q0jVwvGpQhqfgBNG03hkcZvk6jk+s3gcbaXo6uGpk0freGjb5OgBqTPN68eI7uqSArIfp50K/MsHnM5I2afPB9C7ivnHriNvsozZJlb28Xlqseg94oVYXZuuC253R6TWcIzkwZwewXwwh36cjRL4F6/4BIFtlFO5MXaXn0AOUiDgWfwd27MoEzX9j7KZGGzDrz/iGRiLWcPvMFPL09mADkNF3rMzmhGumieD91LSeS3YHhMRbVY6Zo87sKsGnurEATyNpIh4DE8fJh+uSUGsbtclCivgOYh1YZuI4HjhP8hq6dPo+/da38Mvf/RUGMUHDJoboRSIpEfBIIiGHRpJzZeCkC6xSxxjU5lsI1sQx6aDnMXF/fcXHjx/w5Ze/wMvLC7KBZepQV/n9juNxx3kM6hEqoJHOBuYEjvPAcZwXlM1oWLGWYCHuMRi8HseB43jgq68+4KuvPuD1/kG6lscqX86hco3Eh5PZaN3XXLqHFTAPTnYhMqJGlqcnfPbZL+GzTz5jsHrb8HR7lmwQtAeM3selvLSatJhIrRFVDICfSBd4uuF5f8Lz0zPev3+H5/fviRIo+CF6rSy3bYVkR6ygi8LJA63t2PYbS5CdQuW2AyvBsnyPnRRLZ9xrb40Ukwl3fE/qqpXjEmKCkJZmYt9D5PIOyTugMM+wY3f35KiSckLjHCGdQSHXW9/xyafvsW0N/+k//r/4wz/4QwANv/bf/G18+1vfwevjgcd5AskRmy+vDzQ1Cx2PB1G12w37045sdLBztiK5c+RXFke0dPLmiWmB6whMMCCrtDMnWgZaNsw8MBAq/yaTW5zoPeHxoz5TQKLHRscCNz/Qts0g35QBxkRvahDYd5Wrcp1DpNBv8cF1ppsmdfgpevxna31N5mqBaDvaRpSjmvyUGIyRhf6bx7l8AdGPJQHEPTPnlNg3ViKsz5sKThzgjuMshNnP3uXWVBAdgrYsUF+VJtEa7HNaqMIF4IqyFz8WUdNtusdKQiVTBwYOHLWXkb7da8DmJMkNDXB/kF6zKn2114EKHK7JV2+LLnJtHuW76LREAliTVPyVsuypiFDYNqrUrqvNUMXKwaG4gDDXPAgoceS9gr7g+9AEXO5MneWJBEQrKtDHqizJCkwLCqvPOXAfR6Fsvckn5FEBpnm+RUPLFeByyow6xZPno8keXuVnoKYang36ljVvG/CI19TqOTA3yABYAUS0njlgeSIvu0EggjldvFHTHxrXp5lrrIBTZ7VFcnSvAYpMcDSkA9NVcURjosrKy0osXE1hYNph+aqIvRrd0ko0cjiU9152YuPGr8cIz0xGEslCRAGF1cGs1cp0QITilAGro9glti3kSBQU+veumVHVkXHJ/2St6AQuSIOv99oII68VYtzTmTuyX9ImDjpHWmftUnLMxSX0Z9n4mTMS4Osk3FL30Hu8eTDm4+RlcxU6latMvz4MytxsbFW2wTpIcjErENZ5G1rrOZmV9mgcIehsJpwchIKlq2Gn4XocD8xXGpGuhqLmfGKyNBAg6tN7KHDtF4O/JmCsG2IQtCk4IVoso6hri9ZYatw2xA345JNP8N3vfRcBj7u68uV04BS42/fIzMN4MnUdzdlbpduSAAL5puc8VYoceDweOI4HfvGLr/GLX3yFl/sHHI8D5+MQjM8A8pyLt2UOCoNOlozPcZY0USpwnJP6aMdx4PX1juN44PndO/z8iy/xb/7N7yEz8eMf/xi/9EvfwoevvsbL62t1aVdQla4KzPXec9bkAgSlHfq+YdtveL494fnpCc/vnnB7ekbfdmwqHxPZjOpC5WzWViglUXWgdXIBb7cbnp745/n5GbfbTUHAVrp2fdN4rGYuWq/uTH6PJdTFHw1EbEDr2P2M6rXumCQaki6HVca+GlAoBn++OXv+UzqQORGdaKdJ7//xz/8j/vW//tf4sz/7M/zoRz/i+n/2Ge6vdzYYpZ0wCok4hLjv+7bsYVDexrwhP6vrZKneOjLYnb4El/naNZpsJQnjkKPABd0dZ5Xmi+QPosKxcWrKzESenJhhcWXbWo7apJOkFiCI+F9kpFrv3NOFyEU9w0mphrJFDNo8q94yPVG2paucuRwVJ0u5MW7KnqVgIduoqQRzQRNwXCIUKYUS+n0bTnA+b8tkR3i/dknb4TpQcyIPeELIGz+kZ7HW7q2vMsLtEh4MIlh/76RObaE2gszqtUDZ/tSNTVXZMkB0TuYzK63Am4C60NuLB7mCC3xv22BXFNiFD5xvAmW/N5Ey7hnPt3ZigkAFWanqTi2ZA1jQr11tf4sLKnrxdRFYagKyxyz5AlfJPfNqI6kHyX3aqkIJADHeornle73Hpu91cQtNaQPyDc3Bz5e3bL/e61nC61ufl9oHsnNKdsnpRb22+Pe4xAEGslqUP48I6xmUT/M+rHMQK2B0AyGfr/3wanwx59rn3Wi8q2gGtXxxriAFEuZlzekPVrwD0so2JNGk0A17kkRChOSIkvIgQqcgRBdce6utsuUKHDWBJdWNpYu0HlfvGywlUBsTqfnMvJmJrM7jgrRho5FF0q9NrmNpQXAA2HcdMRuDy4GDFiJ4grVhVtfVdEOAkZPkz10SBbgxOKZpBZmAuiODBqHrbRNZs51XGXsF3E0Z/3GOejykqT0AACAASURBVC8GPVc4O3Vt/O8Y4jn5mmkC9LsyojMxiNvWxuIfrd2cCy2EJDt4kopTsfUNicA5QwHNxVn7fzaoPjiwAWHU2HQ4/LUysWWoHdwh1+B1+H4uB45vKV6eAo/wVAwZLja3rIPiRCmS5G5EF6F/R2u/hO9853vFC4tYibJJ2fQ1UTwjrpUaYHJWh32Vg4RCD7CD+/76gsf9jm9/69v4vd/7PfzJ//PHAIB/8b/+C/z6f/vr+Mu//Ct8/sUX+PDyomD2IBH6lBZkNduQg3Y/7nh9fcXjfsfj5QUvr694PA6YY/k4SHjm9l0NJx7FZmdjg+0u0CFUvkrUYyqYVClDTSn70w3bbZeO5I2UDnU9+8+23bBvO25qdHp6fsbzjchX2zvHVW4b3+Pphv12k+1xHYCfF90IXYo+cpPh37Dva2/sVXJa9zfmxMvHj/iLn/0nfPnlz/E7v/M7+MOf/hQ/+OEP8M/+2T/Dr//638e+N3z99SvGSXTidrth3zu2/oQA8Krz0bcmJwsZ14k5TiCf6t8+u2v+OK/c+mgh9GJOTkHZthvVyWYWcuK5VXNSEy8jsM+GGaCdngwcGxqwiU81yfFdQbOc4+YpGVmo/3G/s6nPtkB73c7NCeHWd4xYVKUxBx6PA5iJfSNKTiH0AUjkeNuoXEByfeC27eRVat1CvA/bytbaReUieV2iEXmdWyyU206xKZYdOTSFRkFAoTRDjpzfnzr7TYc7ghSXce06TVV2dK3XoMwc1GiJcxyUVtI1jsFkL0DKwBbAptGxcaF5VOexnVE1pHn9o+y4nawD4VLaSGptIrRsY/F+E6txE2Vbl/RO5sQhvu7mJE8KEN63jJOmqbllK646tgOJmOob0LomHKRzjSfWJDm6BfOkXTGLer2TCNvOOQcVMvKtzqrH11Z1RyV8tAVksFlpwFenjQWlWxX8OTHKqQBecQrFPkQZi0m6hRpMibSCiXhohGQOrd9UTLMCutacBPp0FbrC53LZG0wQ5F0y5WGuvytfhzou9VwZgK5EwxqMtu8rYNZnw3SKJefD7/uzYyVO2osO0rf/vPbuLGvV0wHDwHN1KOFtYIBy+ihjUNnuXLMbnaGxQUVonGKyqcWYtUmAeY7SSGqNXL7S2ooFqs9IdWs6y0VxLjmz2EGmrzlqoy3nOeti3hxKH2gHctEQQzRJve6alXKE3SqVOMCu+/cvXR+hHtpUw4/RFe7ft4crGqFkB1hjZGVu0BpsdpwgT40B+EJ2ALyR8QmoRBo0mNcSTWuSi7hkKZx9/UBOC7p6bi4kt2LUtVUWRuMYohzIceD6xQNgUWk6TAmyulQUq5zvRCDWb8Pni04gVpngEjj6nhOrtFR7WZ3b8Jojioe0oI9Wxgt6TUNUKc1/NyprI9qfnvDpp5/h+emGzz79FH/8x3+MTDYf/LUf/hC/9Vu/hQ8fP+KLL36u7uM1naQ0u6YTRH1/UCx9jol5Mpg8jwOPY3Cm9fFgWf+UeHBwd9sRHOPEcfD3jtcHA9Djjvv9jtfXBx6PO17vL3j58IKPLx/w8vIRLx9fcL/fMe533I/jGzy0Vb+oKgB8JvXvsJMRd7L401kB5LYTvex9V9c+EatNs3f3bce75/d4/8k7fPLpJ/ilz77Fsvy7J7x7fs8ZtfuaPfv1h6/x53/+Z/j9n/wE/+E//Ad89dVX+LVf+9v4J//0n+K/+43fwNPze/zi4wvuD+7pkS5t8U+mgjvtsfM8tI0uI9jiYhPLyYkkPy15E9h3aic+7q/4+PEFQOLdu3zzWhrq0F7b0PtYfFssuwokzhzlbFzLkCkoh0PtUZaJH48HzoO84m1f867POVZ1AsB5sjS2ta3uy19jDAxxHHMYQZqyzeJmG3WDApPgfgMSaJdRm7JNDu5auMEldcbpMH0vEeI06m6b1im1x0iL8v5yQk4EvdBqHWc394yLfaNv45VV7DaXnXRnt+1ntNWASLO2UE2FKbD0je2H7ZWD0JlKQy/LHHrORs8Sq8mm7H0FXAsQKTTKQacTEVXXzvNEDHKSp94LsUbusqK09AX5AetDSodRzrFkpNSwESrbUzswVgDOCQ+wdB0k9G4Of81djkBWuXgWV7kXAhkwYn+e/O+2QcHvVKxCWwTZYTcbGhU16muZMPtI+5LlIYAciVO+uDc23oXGn9IPsipEio6DtiQVRZXWevT1lQVIjZKbMuqofonGOIT0Fv5WcxQP8ORcgA0DddZ+RfLa1/QbnUcl4HG92VyAj89aVUUrnvMZaBQAT7ghhJsiYnG2It4uJTd6J0KFNU91iXBeN65KFC6HVYdR1IZ2drtCdIDK9a0CHcBcjianvAJTb6pLEK9Mn86d5QMGhC4dc892HTxpnR0nuyn1vR6tyL1XS5y6L6Kv7U3Q6D8W6PTvXh+I0TkeMmeAl2zDRJdY9+KHVpwyMHh8WwpaAVqDG2pIep8ysA7Ii3uk0lpk1ExPZoRTwXbAQ81d0r+usbMPNuYwWBrnidfXV7TW8Pz8DrsI45xnG2sfel3TN7u4fOcYRABawxZdgZs6c7VfS5/KnX4qwbppI2Eh1bWY1zIssMoiThpKzFlr4b1ZSdLlOdmAO3hvCCFBNFLFB7k8o23b8O7dO7x//w6vr6/44osvqhHj5eMLck7c9p179hiri3U6SJxlvNBJaN56YIdKp9HUkBVAqItbZ9LNFx7BWPsgTKdI5Em+GOVwxhpnp+D9eDxwDk7oOMQD9L48x4njeODxOFjiPx84LTw8FZweD9wfd7y+3vH6cseHjx/w9Yev8Isvv8TPv/g5fv7lF3h9eSlOYyVpShQCa36yu9K3vVGy6fbMrvaNgVYLcneYmHL82cvHF3zxxRfInPjt3/5t/PN//r/g1/723wEAfPXhI17ur1pfavMlSGmAOrH3bQdaw3EOCuQq2dssMG8UZK6ReD67PYKIqcpiY1Bf8X6/IzNV/n6uLvs5F9rj6U/XkYhvzyD3aG+tNEdrb5aT8Z5XNShB7upGAv4qgXZEiJs5OLmJCdwSMq5KyCWJJLqoNL6SXMv8mLe9JJi2ti3bqiPqv9pe7PsGdxwG0mpQlfxZ39HXkGiILaprODOv1DoE8pI4ro5wo7LRW60lQoADnAS4y9u2NORnQtN4VvVFrgKcHEX7zxGZU8GbpWsuDZaXwPNKt6jnLFsSaRRojc51qdmI8hxTMVOU3arnFbU56vyOyQDPVBhr+1WXei401l8LaGGCNHJdC38+cQrQaEbbT0sICfhwIJJ9eUgBFWMubUbv+ytAtWSsLvs8lg9GBqJx/xQwMPl3yHcmUCj6TFeZooKs0Ic58aUPLOextCvnCvSckyD0b9iIay0u+wOVDDhB9OstJ9hqb2QFj1lJkR+jT7cfrekGTsp8PwDKBjU4bpnaUwajXPJ2QnKpXBaa2bAtTKxotLzp7sULPuBgwOYSHkQ09V1QluJcHc+AOle3MvaJpg7nCZOWYcMC1OFocNbIDJj8IMA9hQmT87XAoJp9S3c7tXpImamxT4wtTRbP0H3NgTFRTrLFEqh2GaeCw6jlqQdhInjPRS521kSBVF1xLvQ2FADbVFqax4gDx1xZ/0zJndBfk3BZGtLnVJZz6ZLUzMxiuyhY4xbNuvZxnNy8215itpU0mLukoAffcFQNKhfZwMsAN8nn9NZWQwYA99kCLgM5WZERDgbcdgg0Fhs6uPZGYlpbazLd6b9Fzfz0H+8R5NWoc70zoZFY4vLayMoQoPkZ8jqP86wuNR7wSzkUa1j9Qp7550rbuG07Pn3/KZ5uz/irv/wL/Nmf/TkeD85P/v3f/338xo9/jO997we43x/4xVdfVxmmgrNpRCfqea+0kcG0u+CbRbLVXGbjWZxDaVha10vWGMDk5Ket4YZeCGxry4kzsLIjWeWvMUfJPDj5cOl1zoExDiKi54nzYBn9OB5siHp5wcePH4lkCskhCsEJSOe4aGGKm3oentjjoPWBjx9f8PNf/AKff/EFvvzyC5yPA/t2w/e+9338rf/6v8F//z98B7/8y7+M3/qt38Lf/Jv/NeYc+PKrX+D1/opE4mnbsLXAyIYTDWdOtMbJMBOrwcuouhOCa/Ocn40DSXZRU2oKaYeX2Pcdn3zyCQDg6elJdImV/PDMM6nbNjV+6Ax6vnjRIi5JjR2u92ElQLloKrv0FoHLSEr9yQSOg/JOW2sKuBZIwG79JzztO7ZGJHFrbg5SEyOybJZt5TlOPB5HJYhuBg2d7fv9jvv9FR75tu0srxstKjuGwDDoAAaaH18fuN/v+OTTT/Ct27dVfpyVqCYg5piTQiOKSgKb+PwYbHQCEw4Hva0tkXXaCTWFdpfYDXBwnUlmMBeNvg9ogIKkOSmhFd1VLyFxofK2A9hyGrajtGHXwNJnGhk456nRcuYR+1dXmdtyQlDyzXJlCmQ5kSmtz9bpK+STxRrh7bpxc87aONHt18w/V+c1VC0p3wykZPUA1FQcC+UjghrSFZdMjh92wGT7GtR+bLNVdQgAE3jo83P1aKCJytAA8iuWr66grFIsMF5Byu4F0BobzhzD6NwhVXWNhpGpzwvECJ0DrXLASnRrAfEN3m3yGW2dqh7DcUMswAyIepbralF23MG0P7AC/grUjcRnBZloxBGv+2rOE6Q3kQLWUs8uAhufhqdkJFydXqVBLUKFoEumh5soBSuvjGlTsLj1TYal7r3QDX+5BOvxcnydOqkcVHhL5IXz6IBMRF6jbec86TjV4BERiM2h0tuvOkxpguwm57uV0Z+4BALK4jAlARB17Cp7TmXz2VPrlosPZ7QwopTo/d7V6CPHZKV3Hnoig264Ic9xFKfBnJR6TnB5PupQhNa1nIzvv0rkguXnysLMP6ngAG9pDYgVPLB5gUjuu3fv2KDTJc7pfCRX9nJNVMrhYanXJ4ANRtySG7uQwCyBYs/OHNofCLy9xktWzrLACsSuzVHpvR9Q48kyziuj5fMn9WL93KTjsAGFD+tCcohqNLx/9x4tGv7wD3+K3/u938Pr6ysyE//qX/0r/OZv/ia+/70fYNt2zMlJNkCqi5B7+HicLKlEYDp79RoicIRKOprskFqrcUrXM1fzk+c6+x5ykg82JEjcmTbLMW2Aug+7uaPNArodJc7QpN9YPFQ6375t2PaOG560t3qVTSzjYqH1NUWEz35OTT8pG8MmleOh5qY58DgeOB4PfPzwgs+/+Bx/9bOf4fPPf4bH/YHbfsMP/9p/hV/91V/F9777K9RE6w0fP77iyy+/xOvjBQCwbzuMIBudMmey945RklRH2bDW3CkcqDF6CoyGecoebHCh/kRECdv7fXhu3zb5tAjxSheyg1wltasEyxp5WZ9ysbVR57X3lRD4GlPoyYzUKENNBJmr+ep6FojuMgFJ2cbE6mSfYQ72CrbsI5zQL4SfKhL3xyuVFDLx/PysgMbmY/1/JPA4yON92ncGfKK1sBub+sLD5yNd1mfg6JTdjhRhB8/EifuTYuxMGnqVvOv9EuRgLqSg9jo5jGruSlaAqCkonzmX7eqt1T7nFbYK6hzMrWcazkdhYOJawl0Uh9pm8gcMvua06scaY+v3jgiMceD19UUSXzfu69A12UclgZv0/oKSf9N5cn3umrYCuEu3eciBro8IqQLHQI05RqiqlAKY0okQIy/70a1Lk1LrYttRdlcoY50n2eVG+Yq6Pl+L/3uNUWwTMpcvq2oXUN3QDsqLMhdri9l2AtwTpSTQgCoJ26aE0WFoDG/ismlB0WuHyYuXGnqY8Z89f/NNgRXxp4LMtSa18HDMob6SUiiAAvGJzdlSAGq5dqa1hlsj1l6cSWJ1A8tca9A2Lq9nu3aPAC4RMw9XQ9UP5GiJJKwZtuhYbflxeSEAE0ltVFPXlLWoek5c0vpXBFanE4AwEqKDZukHAIhO+ZqVAZgw6w2ECgRuusaRqdmnlMFYxNVZme308cmow0vnOnFKZDgnCe6WPWFH1MQYKhE18+dQQRIu26gaQi7WIxTAAiix8zEnzrQki9Tk093Zs0pvtfLF89OhVNY6ciJPO9HFa3KgCSzjgNbQFZw7KXjj+CZFmqtL9XKAOyjwHGiSD6ITb/q+ZSLm5cD3VKCXWQnL22RBThRsRHAmb4fp8o677rdtgyVA7AQBBrunJohw/jK1tAJ4cz5utx3Pzzf85V/+J/zLf/kv8bu/+zt4eWHQ8pOf/AQ//aM/wm//T/8Yn7x/jy8+/wKvKpFuOwOrfZ6YmjrDIfVCVWm5JczP80ytN5bRaOw1okqeOKZ4mTaE+VYTM0Dy+2A3AFobFbz8l74Wx0YNSNEuRosO45uUAAZmga1pco/QF+5H7b8kegIFsezi9j7veH4mUm7OnFGeMSw9ojMiRGk8Dry8vuLrLz/g48sLHo87Aikt1GXvcg4EkiLPwaCP5bNRTrzM08U21ZlLcctmIvuyM5yqssqx171f+7MCQDmkiBWQXRKhCdrO6zMpJ2IdwXDpm7IgNYYSrYIX74FzitID2UM10x1jVKBBbTtyuijVw88eqnDYZjYbG12jUdLn58X9BFKJin4nQEmdaBVQz6EgWQGZayj3+53jFd+/lz7qDc9POz55/x5bbzhqKhFqag7023bsmbxDBKelce2YQGYk7ueDAXZncJqQMDVog+cYiDnUQe6AY8rHNY14nOgIjn/TiD6OOE1x4Myxc2DrOebLpnMpHWxDaB60juTfcm+uXoBr9MgKXZQvGzkWvShXeXlMUkzWOb/aU6LlSHAii86fuetN/tdNYMzxr80VQLo/Bo7zsnxENCoGRMQbvcIWwn8v4EIBGICAAa2JzgzUxPLNAPD6b9onC+Xnm3NT5X44ABa6r/nuBI3o/0qPOcgRtc+KJg5k2eeAO55PCcOytJ0yG+rXCFRj0nFOHONQrNwBRxDp6+e+c9XzP/9S+bmef6Kkd0DfHzrXtC8GlLRrIsCOPaUbsdZwM/pEIxXqOBNS9F++FmaWRshyZeZVGA1nSKgN7E3Eu1aWgkUyPue8xJO+aAUuidpifP+LA6sM3Jm5kam2NqX+2+BOWnIahngKS4ybn2Bpm5EXumwlU1kZT2UGSG6EALqnJlUZM+peL2lDORbCxK02J5qGZF05dFoLO+amoKrFW84RsB6sUamaMKOOS/9scRhXuz7RhQPjPEDNVq5jUyKQelbm89Q1p+HxVplZjllZE/lvh9C9vg51PWetu56/56CGykOtNfTgWL1zHOwifnCCzbbtvDbxQyrD1Fp6T+cEcqzSfwsmCBHAoQ786jxsTQKzV07KMjoNsfQMJ4ViM08gN/Rw6RdvnMHeN3zy/j0QwE9+/yf4gz/4fXz99df1vi//P1tv12vblhwJRY4x59r73LplgyWQjUTLHxTFEyDhfsDuN7f46N/Z/AbgmZbV5hV1GZuibOwq2i1Xt9vlqnvPXnOOkTxERI6xzuVY13U+9l57zvGRGRkZmfntt/i3P/85fvnLX+Lrr79fzaERyVFsAhTThUcq2KhmyuF748PKFENvDWgNTzjY0ZlI7mNC4wy1H4jA23Hi6AcBjAD/Ice3Uqhf/lIhiJXY9Xl0NLzzq9gJQ4a3NYzGLgIQWbNuWlaDbF04FUYJAiQQLNUHsLeZ6FjMAm/eEDgbN4OT55Op7ZmTExK270WSHKyikXEjB1YngVhOXVAEZfQi8CK4BirY8Bphskr9Vsslv1vaYetOOOvDNlDW5+n8ms2Hma3FQnp+tlPf980UZO+B48jqSbrPNbd/9XSQfhyIPbhqDWOwbdfz4wNMdx96gpXp8KAGGTkkyBbvVfa7vfJLESw+4LFx7uZhGQ7ANCMSiOZinyjddYQ1cE1TlNyFYNZ87QxlnhbyKhA7BPrcOzB1drqdpbIekwhxARAFOs/xxPPjUluqVTVZRY1BcL0YJPpLzlkm+PEIyoHEiMkijAj53CwQVhNQAmvKVqqauVtrKmefWbIng4K55OYVKLkfUD/YIaH1JlkIAb1Tswzm8sVWIlB9C71fsaWWp/4hslehhtcGAXZWOA5EZ7HVNalxbxp17PXhkbFNVbBqYJbgmmYKEiyyYA+s7BNdAW3fY6JjryPING5J3Q0W6lbKNhPZSJC52JyTXAiEE5ZPmbBwBxTeZT7fqPdp1gInivH32Q6Q2IEJNd50vgdovz3yGcZKGykDnZ+q24h17zNdKCVSAdw/1tsp09go4fP40MMLah/XpInaiwaWUQjUyD07/VwRgKMFYEPvsEB3N6VZkeAMVLTdOltzdPVizBnV87BSBbxzPOtav66qrvXzvXQ6F3BKWcbVF9E3Wr+q2iuty0KlAfgMmvcZy1CW1lKIuSIcXfLh1jsLdtYzWHzrr/Ume9OLycVavtoTHaj6njQkQu0Zn30Zm96CgaPCMzORq30Mgayn45g5tJF1Gt2zk1fKQfs8Z6VPw601gpGamRHDf+8PB6ynAJhTafsZnDWhYaifojVZTnU6/bH0Xssgzpxqces9EZXPH4C71tmOWf+uNI01Z2xpkzXSzalayGC3zRA3p5+GK2kbPr2/49e+/2u4Pp740Y9+hL/6q7/a1p3O/sc//r/xZ3/2Z/j93//HeHt7SHvpAg1pCHPi7Avs+y7oMCIT1ay2GVPV2cZKUQ6B7JDGLZOpx5AGUgbwCKbZnN4027qCJp9LMpsNaguTy3hbbrIb4/D6WviuzxrY0q25NIV0WI26m7pFi9Go7+Fb6s9qBaICG1nr+kyfI5y+YLE0mToP1GYSOIy5NNRus0Nws4oOrBif08a2L5G8ziFlCFcVGB1iQ1/SYxsY42W1u9UZCwLNnkrDaklKFuFzqLPFBv8pBvtg+5HtzkP7ljWFhfpkz5KPCHx8PPHxwUKZ4xAAxEqZ+h0TsYL9YsEsul++xKSDTzAb4Ovs3CqiOckoj8mZ2zOZDXl7s+QhgKBTzak+irJpvDcckdt6FAMUgRoneFcAw7txNg6ieN5PnOdRDPF138ok6B19DlpDjonr44nndeHTYZcqyYVBiZkx5Op7ORPX/ZTtbjVoYKji+fE48P72VhIdp0a9ypX92DJdkVCv1HU/TKzwt2IFHYwFAZhnyD/OxzbRaBZgZdsj3qPK2mx2dYZHFcveGLRjc7HhH7mALfv8cpLXl/Kjkiq8wIf1M1YQu9h/Ty1CoAqxfO4s0QFWP9UIF6foPRyobj9rZaq4JkOzznfSw/ZoEUZmH7F9Dd/dgx5a3wmUdRemW21FlhyogmdsaXP/3FjcNJ91oIBiW11jbIfr6zBrDSuOS+9OqMAqv/hcvukRWEyh14vndAk2v/y1s2ClsdOCEXj0av2AOYGYKgv3okpojskKai3a0RuOo9UB5LxppXOn+iYGqhLUXURddW/QtRZWjgosj6dEeb1rd2TrLbWTAQFHqBhAH6gDzCjCfaSchtk1Sit6WRd9RUb5Mqs3ciDR6l32g1oOU8/sqQjelGi7VkhprQK3ncZQPxu50fxEjagChlzAv7UGfKcP3sRzamzglNC5MTL3EPY9MkuGXtojRjlnp3Fg0dOKkM7jlHZN7EJTSmVOhNo4dTuGXC1bMnm+XJjgyNo65t4DaKshMVnqVTEW0Bcm05pMzx8VOGFbk9LhzITypGLuUpII6nAs6oc1QVgFKV999T0cx4k///M/w49+9CP87c//9uV83PeNn/zFT/Cj//NH+C//6/8K7+8slrhvsUIz1zzqbodEwXnX+RgFeAj87KgQTLPOnIi5Ju2c/UQ7Ou5OZ9XFFtxK7VVwlqzO53INidz1U/loXFMNW80BsAuojFokZo6a5kPTwbNuIOrJOFFMRGj0mgHvaysan7npQEine7F7smP94ChATU6gzCZebFbqbtiB3OPGyAs5gVs9MaHihhacR36eavg8791tlBG1XjszS8rh4Oa+b3x+MtXaWkOcDc1Ma/V93O+lAboCrsbCPdih3dzbtjUrJpizk2cQHKDOtSeAJnDhM0LLhpodInD1OE48jgMTs4LKx6mG7srwEKRYB6eIJRNzkN3qfQHtHRz7184KBVYLKnK5YkMUsM5MzEZWj6wbz8oU+HleA9eQ0Z7LV5Xk6mXsXIN7BC6JhQLQkdLcquI3uC5NrYki2K+ytQMjB9p54D3YHN+/wgUHDZxGxtNdwcx932t+diwW08Vl9+iSiggkjZU1wgQugR/rvz3WtY9ODarvVFOGYgv4uRcGUUy7I9nI3/aIPpHSsrLlaXuHSl3ad1ba03vl9jwa0Wntr5y4QAx7a2JqrvlwVxBJceZkv8hoIiV4Ljzcg4Eon6HOOsAhHdM6PWuEG1o6S/Qa0Cxi4tbZLoV93V3vDbD5HWx+ujKhhZBf9nUFuGHXU2vX3EsxBqV3MIhzAFBiWri2Z6gFl4VpqZnTmQyeGMRnDU85jo4J/qwVsIV5IZYChek1+mieTZJ8z8kOIGc7WFW9I2sIqBTzuLMGsX/dolY5zicUhXVVXRpNa4GIxggA8AWyD5QDxkt0kXT4bV22TAJO99UqNtPvWm+zgUeI/sX+MClwsA5FiI0xa7m0H0tYXEBiDhXk7IfCBtj6GawIZ3cEzY5hyvFxRm3r1hGtNXf6bGcEcy52sQ5se10Lr7HNMX+Tm4NcRR1ThhNl2Pj94146IURsDnljXCAQ2VrpJ3cmze9s5sCb47m1dPYC3+GZ6DdyKKjwiDL9IvOFzSisC81gINRuJpR+kh6roQD/EgPLdIkxsYGpthi+W3peYJJFKmMzi4V6fWcHXjxfj8eJr7///aqe/su//At8+803tX8G/z//27/FT3/613h+fODTp094ezvZEiWgIq3Xc5mOxn3PtAYGAzOBUJoK6pcIsfnH0fH+9o52dk29uYE5xbDxbDcDvzZfq3iRyDkw5EQCFJovY7gCG/fOXO1K2sueURjP7zuOWKnludqN+J3ZOmbpYvn3y4gYbK3vClk9tAAAIABJREFUEXPuVjkebyiH44kw1E1SYlBrC4OcjSUDU7jU2sZ39wOvabGhYMuTbexs7u3vIszQBjwD3Qy4r3OrNhh8LqSrX3OlYQHuLVbGYI1Hy9Is51wTX7rSkXMsNtrON4IBMsfCqlr3vtGCzbwteaiMRJLts8bPaT8yOuu+GIx8CSAXq7O0ntZizwqasvaI534qMImy5X5+IAj+TEUlVrFkbO11vngG3+Vy2P63mSC6X2lGYLXzcQN8Sgskn2rLli7DzO8cc6wKaBBr9y9ADM9GAmNNJIpcWS6z2oday03boy3rV7PbdU7dpWQHQmYhX5h/9871cIz4wjeXPnLdd2jtWdy59xgUZI6NPSugidp3YEmACgRKLsYikp1YYcC3jp8KHwG4GnpNb1qFu84gAVk62pQf35l61xbQlsdq85avWAjVhjAqU+Y7YRJn2adVHGbLGfV7FZbJ6fhvX+5J7cFCOX6M6vZgYgBJ6Yv8wJq+5u9bez1jxyOzMEJNvJEfzam2TQAOdr9aB61Qh625POhajKyDUL0Rcwk0QxTEjO1absbF6TH/cqFFpb0LE2UBPffqk0ixjERdxNwWsn4e4N44dmh2dGQwlUbJlBAfQFjr95qid9WXxeXrsokJUbPN+762Hwik0h983j3F1ThpAluqWE59B+/RsvRFia2qL3KlnLFR7YoYQu9BQ4uN7laPLmkXOAEXYnKXcU8EUtFthFJIh6wvtrTTXODChQkjGSG+OPcy2OEgp8Tpz82JzgjcN2dG99bw9viiN14BplksIS+6RiSCAOA8jtqPTPYPmw04TwHG4MXxPh6aqhG1RmtfE1OXkQwEU+MKKAY7AewFOX5B35OjN3z1vU94fzvxN3/zN/jTP/1T/OqXv8J/+o/+ERoCP/3pTzHnxG/8xm8AEfibf/2v8bOf/RS//du/g/f3N+nJgEi9GwhehCaxBN6gVhYrTYgpZ3JfCAz044HjeKAfHWfreDwOaX6driRTxHSxC7kSbTYMjCUMB9f/GhNHP/ForjpNUkyK5rtTMWprcp6PFYyNgcxLOh6uWe9L25ZzIKsd0VpbC/rpFAA6hUREqW54PmHDO3HfT0SypdKogFWM98m0P6JhhlvPsA1U64FHf2DmXUHTcfCuu9lxD7fgqsRd2aR9nnKBxO3M+T+30eiNBU4fF+1NyRhg1mRVQl/3pT6LXU28e+kSXNk7xo17XGjBPpEV2MygDSmnIIcZ6mZBQ4mJxHOwgv2eDOaQS6pj6QpfmeAOYcLRtmmBbNtpBn57Kh4CHXtzaNsLB80NEQzcrAvJmXjealG1SQgMToZTraBjn3Oin2QRZ0Z1A6k0XAR6W04WCiKv+8Lz4wPHYUaXci2m9pdNBKaCAj0LV6CAxQJIWLZQQX3vHWdfaXGvqegzTW6KslFDPnEVskygAd39R6eAO1YwRR/WCkR6qIeZR2dcDI7VS43PsmXi6OWpgSsWeUw2otdnh9lO3Y+A7srNQthQ55IERBI409AW/PCdqoB02QH6ORZG0x7cbNFUuuBZwDHTRYMMHDHnS7ZutxvFTuoZXrJO0zOdFdwJH5ltNbmzsBL07xyFa+BOMO/xr4ugo0EHq+9hGUYUTJzqXLJsAz97zImnukuEnim1hwwsWKjTwkwj+POF4RzrX2Pi+fwAkHh7exern0gMYpFgf9yZiSO0WVDzx9Yb08rWMCjaZQNhRxlfsI9cH1LMEla5W32q4tm9HF09wjSPDhE8iYPRDZtptrWYc6vuSmFIMTpDQKuOlJ1/LlCZHuETwFmzcN3nEC4aopFX1Ono0/q13lc/SqgHIQxcqhCHDrKHmpXL+HlsXoHAdGWfC5Ea0MjWzkk9W82h3A420trL3N7tVWhek31ShRBbCt16PKcWUwHBQYFP7YsZLARZmfe3NzGJH/Xvi6nggcrWVDFIxirHEtmvND5jRjt/XwBHeTsT08VO7l9Tz6bPrxRbUCs5xmJw+HV3pfGO6hLgiHas5r9K6/MZ+eJmbT6ebHydmXi0pS+xFinT48/YQuc8z0oxA8B5PvDV+1f4+7//Bf7kf/8T/Kt/9X/g1/+DX8c//aM/Qs6Jf/7P/yeMMfEHf/CH+Lu/+zv89Kc/w7/8l3+C/+g//i083t7Qj15Vtk0MxtKqgqCvq0WQI9icYIPixFDrmsCh9ljS7AYNxT2u1a6i8f5NEAAW82SqQedh3MBT85wRUYFCyDkPMcGRsVUUmtFwpN6gDG7FlcV2yGbswZIZtmYpQxoghb6XxrBrf/b5sGTON0lHoOxNg1M3jcGkF1ZsDgEA775nx5uNjd4wG4OdObMM8wIHKLCRvlDI2stT1fJmVt0ZoCub4Xu7V1IDZpY0TvU48DhOvqcU+mZr6Dj9TB4RGuiaoGItKH0NJ4acx4HZl/ZpsTu2N2o3kk13i8wNAy3vzf68tFVMyb4ysgYLvfHuFjB1k+JNR+q+wgkCxjg6ogemZs1nTpwHWakpqdVxHDrn7POJCby1B4OMOTDvqwB95sok+KyiBZ4XG8c/nx94e3vD4zwF4A8Y9Nm23Tf7VGayL2eI8Vks4WrPZG2vmUNAWYU5q7er268lDwyfTb7vaAvU6BaRMQ6wVZXaFfXOiUsAbWnJlLCxjfLzAa41K82l3ZWszHdi2Qr6xSZAfMtfHq1X83AWiACR9BUsQrx5V0aid/UrHRrTqMCF2YU1D37BV6wzJYOUWMSHbbahwk449N4xAU5HSqDLVi3trUDVdodKCoeoDKnZatoWGi77eU9ymlMtmGCZSeizZehkp7tIj5mJeV1lb4sGMoGk72k1mUkBYjPTfFcRmIEpBz1YP94XDoACat17eApPDgWaNwt0YFsoLkAyHfrjSeDozakoUv3cimmUsSR6dpSzj+rTgVL60c4r/P1Ol2EtsgXAc2SxJ6kc+qHKxiijps00XaV/yELXy5l7Ud3PqdJW8HPzcLgvIsJ07tTPwfqVxNRuul20siYMfMkmtNaqojdk4Kbm/kagNnWMtZZ1CXN9/y0t4anLs9PVTivVI76AKglqX1opbWAfipRFRzt9kI3s0u6k6ntYUleH39NuAqxQzznR7FAGRf8OFJpSgHt6wGmTue0bD7IBJFNoxcT4XOqZDEpXj0CnBKjFceV5b+zxdbcbDRpld54MSGTAHR3yvWZF6U7Z5VzOzMoPFGjkv7M120prOjzez2GLwF//7Kf4F//if8O3n7/FH/3RP8X/+M/+GX7y4/8Lb2/sl/aHf/hP8PN/+3P8L//r/4w///GP8Yt/+Af8+ve/rtSmC5Iq1VMHtPwGyMvovFvfljQwj8diVQ2gxpjgPFeBO/1f07SfiNf+Z1Vdq2dwdF7OXH/vrEJiaYq9do7zCLaPCkx7X/bEFcTWriIWYDcAM/hzEBeNQwDcJDdkJqjxmbbEivZ17xBVBBAwC5fSv5VlVXDYsdKbm05suq0W0JuDJJ6NewwA45XRnu75KS14d0PoWbiybdKTsisbkAOAx+Ntm+YUOp9mKLbUnwK36/nElQ7yp4Jpn5UtxaZfTnvRNSnY2qLs8he52gr53RcbjFUVH4uV2XWu0RpyriIzxUL1Dq6w9rkdc5LJk77yUHV55oBbOPnAueK3pbJC3veNwTI4C+C1EMHOWgA/Aqw2ruxGN5eJTEgf53nRYs4z2eu3BWKu9ietHzp7lC+wIGRuPjbweDzw9sZ+o+MWA411dntfGkBPT7M85h4XPn/7GRGBT58+ob2vIjZexJ1U0f1SxgYOErHOQ052FkACZ++1Xtar39eNa1IbaHsPBRuX+vLeW4sptwu6b3bxyHSBGF6CC9+xYRYamy9MIOFWTrRxrle4750UsO06iEmQ0s63l/OeRlLWc4PZOk5jMijUVKoWtI3weEobZDObDswc6EwtuTXvYGEmgJB9KrnJBkDYGF2gVhKyFltgLL/pQq0D1umqMFI4DbbL2xlgHYH2I4hzWqO9SEhT3OytyYJGLN92IKUIaB7urqq2CKa9QnJpi70drTeKajkrkiwRNWypDV0ACt6gAGquLRoiO5rGG17XEp0eOniA54ryknKCjQCE0L3/PyMCLnKJRdNQ09WVAHLASSUbEUdrMxrh9RiAxOBlWF4ckujnsBH1lV5gqMYhJdD19Ui2pjAQofZy4nYdwdSG3Wy4u7evqNRPgUGuD5k5Tde46ageAB7HSfosUZoKhIXn0DOgxuQlFmh09To6D/4w0NR6OfJvYPp/Tr7Dfd247ptaLk26sHHLTByOCtfNXxEvdoNYtqFwUZ35iNJKTrFDQ4Jga5uOfqKh8dkusR8nGd41lqqVRteGf4ERaU+V6jm7R2JxtFiLLkYditgAN0AH+HP60THE4ow58Pl64uuvv48/+G//Cf6H/+6/xw9/8J/jZ3/91zAz8lu/9Zv4wQ9+gP/33/wb/N2/+3f4f/7yL/CD3/u9YiWcYh0yACTueU+meguaiZxjsjoVC6T1WEbOkwvIqNmS+I4m012hdFBrGnm3R/RaDf0b25TSefcWQHZF4uzzVmL3MtQBNPU0lBENgL33LF1RcUfvy5DuaaNiwgzoEZoIBVsEzBn1M20LCC719Snmvy9Q1g6Ow+PoS6aDZz279j42wJqoqujDuqGYmGjUpoUr/0/qF51+11K4CAwG+Q6oNnan9a7rkjDD/ZK90Bo4xTrnxAiCifPxKIdKIOXJS0KpWK3A7HC4LtQGdxVBGW+gBY521l7saTy37DGAagVq9fsG2foLztQMNLR2FwOy2B/rGPl+ZPPYiurQhBKyvgcSgTG7hPIGRcDIu3SGj0N71NpqJxOzQPpUkJiN/oaTklh49vZ2smhTd2hmVMAI+8wtmKgAgca3Anh+bi8dq8FN3Qm9/+Pxpmp2apwxNWtbyMHZPGjNvgSA0To8jew4uooJd/lVFgPtNTepUtO2YlUhU2MqX/o4CF6mGWv+3NY73s43PM4HZrLQJQX078EeshFNGT/688v9byMxFkSo4MLnex9XC5rcOpMru7DOIgpMQYVsJ6cQzclpLs06w5Verv0D+yX6l+94c+AE4p6OBvSodXQ2y/cnk1K0BDDu1Fp6z6J6s865hn3Qjy8pg7M9MxOdaVi4Lc8ElF0JzLSe3oVte4Gc7R8U7Jc11XtOWIlZd3JMjLy3gFeEYQSpgNY1qzrXhu2O3JcZQBmfLIPgKOtSZW0sbcBcItAqqw+siF3G4ehmkZbh6SqGoVbSmgoZeiQ2ufJyHAaFcp5NKZ8hI9xd0KDP8MbsvyJC2nKm3sym+PvqGVKAZbhp79I9GAi5pxVncS/Bv9seFIiFtChpZobAp/UDrbstyl5Ys5wvAc9iabIcbitgN8cEpJMsBnJKc6O99Pq6s/x+Ebp0LXawvmPuCWnxMl93NXA/z3P1AVOkGgDyVJScs9qe1MSZ5sIUa2VDxlLGQ5oegulVUGBjy/+ciuSl/Hg+8XFfxYqZhdk2va6QaAYaSj1fQIL1rfE3Euhnq6yDezZmrvfoZt61tvd14+vvfY3/5vf/Mf6T3/xN/PCHP8T7+zuuyxWdXLMf/hc/xB/87R/gj//4j/GTv/gJfuM3/kN89ekrhSY00G7UaqNWmkwJ2V097bQ1ddIposgOR+1WdN6mg7xwcdZiPxqCU186o1ez4eXc9SwumnGj4iinghV0OO1mAy87QF3dpmX0Wa07txnT1ggu7eB4GaqaXv8Pq1sAyv5swTz3SiBjrWUiZ6ibQ+qsJyeERCAx1fvTDm0KtEt7KYccjfaJ+6JiwVgAqsbJ0VNv4MFrpfMkW+x2Qt67Ct5cyKEAiFNmDgDUPjoNDJBFfzwIHIFkOx7LkbCyCC0Cs7k5tJsfL5sdsQDq0nbfL2v4Zci39p57xsbswaliYMC/OzoDTt+3MSae14X7vlRk50wIV2wqS9ZjtTWag90IyGo7Do5tlbPWDVidFXo/qGMN+5rlL2ZOYHCajJnjoSzVS5BjP6Dj6ZpAB94Gz/toTZ8h+7KVxta9EoGBsB+Msjku0GwKzB/nifn+jtYC758+sXNFtUOzZj9ezlL9W92rQHbuTWWgSs6kjJGA50wGKI+3NxytV5upWmr+JLbeOahtfD6fuJ6qCTiaGCnrAl3ko/S+bBO1dk7frq2sqTVYIJiED/vRHkffZAiQD2Rw6bStAyNWXpsOcqtAp3YZHAPU7lKaojWYLmxxRotgd05g3BNxBHoRUGLqd/lIC41rHcp6BTXhqpHQy23FrLvF4P/y7hFS7gMY9kzNOqA8NxxPPCuwNk7xVzdVdyVEOIlkOBihJpAEHvemT8lmzeFmuAFgUp94XU8ajRY4jhO9n0X1G0TSGYOpl5kCDIz83bw4Gp3TozOdyCkuU42qTXF7s9k2gIAiFFloY8MO5X4BG4XSYmkGiquUMTYqaiYpZBhjalPKeCQuVai6+rpFw7g4misB4JAznoo0ohcAA/S+OlRuAl4pwaNTS6e1dj8sHTfONw0gtrm28x7Im87i8XgUS8nCJ266TBicImNEnsAcy7nmikR5waVDp0WxBUDMBXj5nqjP3VnSGqulvbvbuoAVWGhvfSkyV5seD5SfUEsGyPEiMO+VkmbPwcYJHRPIoO7s477YrPToaP1ge5cxlCoBWCmGKqKi0xHY0n4j99QJqsk8hcoqdgJj7wlrbxfYHtfAsz3x6dNX+L3f/T18/+vvobXAt99+W+PV/NmfPn3Cb//u7+Df//3f43o+8bxunA+KvksekysNzMr+USyYjV/phRv1tVOiaTuAJqYxk/q/VWUr0OWvSwFSNMypwqX7UlpahWRqoXGPG/svTl7y/tHRNC4QPEZwVaPDBoLPrzVOiXFzLgPpyNxA0LKMhpAw3D+XXxAIHNLsWGNbFcEO+OQ8u34/5wKtvdOplU0LBwoguChwmgW42ax+2TYA0uSuYgbP8V5skZ2VR0yyHVFJaLj1W8W0WS6ucE6e3Rmyry5kSpSGbv3siQzeHzOgEUDLXoUndowt+gImbZ1tMquSicSyX0yfex0NarRg8apfY3aoFaCogAKyuTkRUyxMcqrM4+1EPzeAOL0+qUCS58jvDH3NuG/EsaQEETsB4iKf1J9vYNDOMpsyt/Wj3xk5pLtFvQ+w0rAyA9u9XBr+OQmEDeaa1q2yC5YJ1FCIzl624dSkSJO5BVtQtk3/sfCLdvRLmQPPepcGecmsxhhq57LIBq9tF+O6dM8uWtQ9aWfZvvol4DeGyR1leFR5Td/X0eLASmEvwD2UHbNOj+fa0hmu64jJPp0RSP2dSSgX/YVsZwN9w4RrJrLOeQXjAcoLMnCbFZ5s0RUBHJ3ZtCaZiX3GYh2drnYhUjIQLaBH23R7reXbb2cCI6Qvb2htktkUoZEb0eLg8kVy5b2VRtigdAXUW4B8r44gJny6AjLbGH+bsLzeFcCcOBBg/yeDrM0weNbwnEG6tq1G2JhLp8Mmnsc6/DFxzChg5R2pAwyJNIOsFnvjAZ5tOcZVKN7P4kM8burKjnYIWBy1SZmJz8+PNdInQpF3q6iimIxcSS7g1YC7f1IkKuXesCjbyAUCE4lrXGxOOyerl5jkF2O1gBRs0GvA+/QJkMFao4MIfFdk261/HAPRGw4971RT6AwWiLg1w22nG8Eqces7gg22/XNNEAw4kvHFFAMIRiAZmlEs4/FMvvNQ363oYqYUUV7Pu4wMbUgih6Zn1Od3HEGm8x4DQ4a4t1agcSjlY/1OpoTYWAZsYLFCkjXxikqzYcodAihmNsfYnNR2+RpiS2dyL/px4NEaW8IEWJEZWpu0oJzR93NkOeMZHfPjg73eOidU8OeOKgTy2buvC+/nA//Z7/wuWgt8+vRVMXwADV+LQEsyw0MBklFrDt6TfvRyinCjb581n7wJnSc5P/d0vD03tim1YkBE5pQgs9W6jFsFDdY7bgxKhp0Lxds9Ojw8YGK11VldAdw7jVGtAznIuTY0jSIFWj849st3ca8A9bluDP56NElbZjXFNyDbZ2u/ghaf3cZxepkIHBXg0y81pKqvAbKVIdaiGpnL1tjeTZ3VKaCzHHrU14oQAMdW0l7k9NesysgU8HUQlzHR7ovrZZA3bgXc/DzrMee9a6W5XvccwJALLZaDBy9yscDlfMYrGEEQ/yt3g5nW5vlONpz9xNFYzBP+Xpg1glpoGfSrqPJIRLAN0nmSoBjT2nE2yvZakfDwKDbbV4HULXXHv7ZcYRbLmWAwdV83osfSRrZgulpM/XVxVvrRD3h+78wpomBj7qcLn2L1MZZmn7KlsYHG1ev0OA5mnLrbprT6Pm0mzErvqeahmd8fH0+09g5WhXNWPf1hFOiOCMTUGgT16WPcqF7MTTroDCyJBn3aTBXkdQ5FsEyBARqfc94D90VNesgGGzS21tHfrGtksGids7/ftqwmQm1+15k8yAdUBihEsYgACKC6O1gPyrn3Q+z/dp/q/jNoG2Pium5cF4tGzvMks/o4ai1a41QtHOuU8xMEvnIiDtdbrPvmu5yZVVAareE8u4Jr70dKp9zrzMZuw4azPDrjFUQzjU4md82Uz7lYTWcerW1kp5GB1uxbFyZZWRUO/Toq+go/0FqQoikjBDoUSc2mfnAHHf1mqIZSptg2mf+T26ajov0er3rEPVX6GiVtxhLSDcER6op2D5YAIbqYC0dBCbyk1V4Aae0okGsSjQ14HQaBiR4N0ZfR4W1iheN5HIiuU1IbwgiDvkxAaq4f6Dm0FtS6ervGs+n7alpHRlWZ0qix3N5CeMysZ81UgcCgkW0tWXGLPS2hyLguAeq5fcz39SGbyNF/mdQumuH4cn1bg1pW6NvnRDYLzoNRqVhTQI1V23ah5ng5l+sAhYCp0g1mQXzekvuBY0XzTFlaE7McZ0kjkIvdKmDuaFkpcBV11SSRmhMaVcjiOdpvbycejzempu4nXHVtiYNTfH63+75xPy8Zu4Mj6abHSjp9YEYo0Jr6kCkwGEPSiObxVHbyq5q4znvpm1AGkWpndRsI6B0HMM0G2DibtWnGFQQXrcGVhQY092B7nn6sHp66CC/MwQuTMibn1YeZrGUvygEIsLvlRpynyDJ9LvCiZYSqzqm1zGJgA4uJe9WcyRGEnw7FFhWoDB9Gfn1pidNpvNyeG+Xo533xrPdT378AALS/fjZYzRfrqV6ZSp1dPc9MVren7lpkAs0dKl5Zw2oz5Q+XIzags30LgS/bCjsd//JnNr+LLXxEpRGbxoi2OpMBbLpqMydm6gMo0BQNZLzKJ2WN7juaRp9mwOTmMhVinI9jTcNpUAu2BgSnlWBOtMOFBGSxIqjJNFliUgFJKDzGxPV8Ih60m2waP/D20NlLyBZ8IMfE4zzxeEc12I5gW6VfffMPaBH46qvv4fF4lO9rrZUfIdByCyvqMnl3oz7Lwdx13/h4PuHiT7NUvmsExyJDNCnqHu5Y0NDaqebhDfd9la7UNhQ+8j5PsQX4OVVBTnCWk/rA1Z9yzS13Z40C9/pIPy9b/biC2V+7BXSF8TYfVeeIe+7z6mItsrliUNtq3VTPp4+bwRsfkwU8nz+z0Og8Hw7vAANkKHv5cu6winVmAG1W8Fj7FasAmHeFz3AeDwZ2c5scFxu/pCtmn24Wbqr5d4+F3Wy5RIMhNZGm2PhoSsZmnevKBoqogkH7xib3FjjQginmzVjUwVUkW+PjUqkZeMyWbYQdjZzVnJBQo/RILwZqe6FsHr806gBki9KPuEDHz9ST7M/Zj9JA+BRlZtH+jlK4EFhGaduQugjbr9J7aCHJMhvsCWQr2tFXYPYGZnmo22G0m/I7UZtiRVE3SEmlEV0kH6jUDZCYwdmorbGjf0PgIYP0cbFFzNv5wHGyNQS3JJFVIbc1L4+1jl4vp+YQEvs2F0Vg07MsJ5kA7mEjquizd/QHxceH2kEM+jMcAhj3nJKwREXNgQNu6cN2DGRrbViHWM5d+LzvDw3CePnzckB8p+M4tzOXEo7TcM6JaqnDKm5+7Yzl+DInel9BkS9dV8oJg2wvjar6kk3OYbYkw9rTKbY1lL69x1TD5AWqZ7Ko7M6JeV/V2qI1ToXwexWYCjv31ZwWE8zWKZKOyQbi6EsXNBCI0nCeOI8HDgSLU6A1d2sorXnrDW0oVVG5fTXNhiNqgzEHgxNItuho0dakCenxUpEzZ4kvPdO0nKUt1ma2JlJxMVw8mzLHKTav6VxrkpIOBm9e9SxTGlTn2pWQAbCyWsDAuLCCzEYA6s+qc2JNUzZ4tOEeHANQqx9eohy6Pw8a7jmi5DWevTwBtGPZp9U25rVVjidTrIBAdsV3vLO4hTORm9oDbRpcTTRBOJUqBz5X9TditbgK+JliC5qsyTOYoJ/wlJGIRMtEmwPO4RZIBjDnDWcCfEa8gkyp86HMlIRsJ28hMwl7FS3facmUMqKKAGMy8O+qks9gQYzbmBnwzv7qG/xMC9gBx8nRnpgTIemNCQoHbGSlKS+ZOYCxfFAENbD3fePj48mWbwbL8huThkGZCt3zBthf+NlcSTySdvR4vOHt/b1iH9sMt0syAsl2y/eGpqWocfy46JtCVeKH1hqevDK4xtkwBtDyrmeihEk/szeExoTOecMDABj03Zhz4DgeBENkqajTld8zYJkKdml2TNro3m5Fe7Sns4r53EaH2lpiharUb7RzqLoKr+eNTErPbgd5Nfdd7QW7z8rKVFjzuwdi2bD6oiogokzN97fh6A1JKa4Yde+BWp5hFQgVSJWdhDDZGAMfHx98t6Pj/WxAP6D8PvHHXP48MpglA2Upc7I7StlXnV9X8VH3H+vsVwfx3NpW6DAyYjMsFgCaqJfZHTYhiw9mqhJpBQZ1+XbwuD9oOL6m45qDRsaRgb/G0xe4YRLhbpEgcul7fDkCBkL5HbCx/2z/3u/Dz1y6ivWuC8DMSXDrl/WBThlNv+N61wDWj0NgFe4gFuBzetoyDgAWAAAgAElEQVTFFr0xXTVjwv0Se5AhPDpBWPi5QGNpVmHmZCVieNQWgASO1jiwHQSsnMPpPYQMm6IhXcKJWfvweDzQW8fb48Eq7rBmJmsCAFkNaU6rX1df+jZAwv6jKsTvyQvTginwL9fdWiAb2FejoXVtbYHnMTRSKyUz4KW7LjYbdypgTcOJ2iaex/XzW4RGJ7JFRUwFKpJDTAUu0cXe8kgW4+m07JBR2p85k6fVBQ0IvwdqBvjL303qE4cDNgNJehuuVdIwHAILiSxZhQMsM+zU2whg5UoxVgq/BXJGFVIFfO9mnVner2Rfzy0in2mR+aZtNQOiNB+CGYhUO7BZTopgxLblPE9puUaNIeu9q+uCLZGDNqc/rRPM7Xyve23RecLA7LWdx0plMng0ADXQsk68IUpDiUh2XpC9tD1sLRTtk9WaW8p3X3OfY8BFUb4LU3Zu9Y5DvK7lzCy9cQEVwzHvp34+mZbVb9KBiLMQK9S0TXBF+ZK3uKE/kPWcwKYlFEvSCnDrfTXdxgGR70foroXfaVqruYrDVsZoAUdXEPNMSJPoLFhj2t8FcFDGYLft2zVDvrxHFAAhM8RAmYHDRKivo7sHZEycpwgOFbAFVrCamXg8TpznryurFHh7sz7dhRa5DkT5j6xn8hknKFqaSfabfNAv5KtPN8NXNnOuAIjgbuB5PQEAb4/H0ru5+lS+zb+c9XGBU+2dwDiLKuI7++tnb+2oIlAkqi1Q+TEBcQhkWVLkAsbWGo4C/VtWs5jKiTnYHPu+R52Jui9zvjCB1MOONf6wNTwej+pVaj8LNFiT6e/dwU6ttW3EXPgkxxoMUGxuLAkX18CZO0p9jA8cWK/QdP28l+k2kM5RZ4UAeixc4vPud4fW2e8iu7PuxlqjiMABrBREfZP+7lD0jGT6t3pyvfwKnyf9L6PdvsBqRa34AjjyBzlqzWXM+U3VPLo2LNZCOVop5jKz0D6jHlSPugUuokDovsE7m7UDEDuHDGvsFoDILxbCVdFjDE7jSLbpsGH3l7dtFyJWWrqeR2zHyImj0Tg5PUOm8QPPwfTB+TjxOM86BA1yvBm4FQhc91Ck15Veb3Vg9kbi1jhewxqbXukJfyYvQVY0eErQXppPOxIo3S/m2ILhMelYs21ATE62NSpDR5oryTq4X4LC3aH7z+XoZKETqIbU9qs5J+Y9BKDW9y0wwfd0OhgyJNT36qKKaRhzsut/dDm4ZOSq5/IYO+g5jnpufvR9Xfj4+Pji3bKMj5PnTv8US2AQM3NzpiHAw2eGnXgmoq19REw2Yp6r4wHP3xbETZYiuVGvDabXtsvoquWhnxJTwAA5y1hZQ8YhRJq5LTjOSlMK3t3uqboIxF2aQPfU5Fx02qCGXsycdWOtO7vxWhjh11rBLuBKUa93Tkj7dCOlTXyRcJSTWcBz6vPdc1Y0EH/stL6OaF7fDcCCeaXgMutZ93O+QJqKFgyuuipuYzniiIlbtq+1hjjAKUO5dKeAJCCICj4jUzPO7SCoo1OlW4ELy0aqBr/APYDWKu3rzIySDNrTWYy5pRN87tQ59Hi0TSoFrMISeO8YsOwMrh3zSzaimJXNT3lttG4ezFDBikFhnZflTLUJ9bOm9vU4lAk43BGAbNDSrgMDt35GQ8yAC3ZcjGRQ7zGFO2s8Bhk62wSeCen1lcLd9eO2K2YrPV7SYz73zzF4M6AGulp7uT/thcyB83zH+/v3ANkCPo5S3K0jUxkAV+mn1lr+1+2LxtS+xgrMq2tHe+feIyu7VE+rz5qZ6lOZJZepfs2MLhbucHZz8ii7Kfu43VDfxU2o+x/BADzakjxd6qsJMD0NrKK0iNUK6zULZvO51pxzt7H5x1ndETzatfWuKbBR/obDNjz5hjiHDDmLWl00GOHAEkC7y15EuLeu1mN5k5ceqwyuaIfDIxadTML6bG5Fq3MDAEf1C2ve4FDKWUY1V4qlGKKQgTDiTWz/60rZ5fR3MPjlr2Lktj87gl148xXMTVXAJbLaocztc1Y+n8Cy12D69eIvn1mfPbfnpVFcrXTsjCBQsf0Z9KLenMCmn1Raj5orrttqaK49Bxsu+wKMnC8HG2AV++frAx/XBzKpgTvOo8YUFqvsyM07nhPznizYOIDet58tQLKD5+d14bouvL+/49OnXutFoe0C6VUNOyc+cBWjkQ0cjafB9q1FpZ9rz2NPLXUcPeBEgY27lmM7D80xCp2VjCX3nmexiaGeXzgFp/lzDtw+gjPJuD4e22V2U1QFCsmL21rnCC0oujeD0w88pNiYNwfLs/nvCTNTDWR1BhLzvuFK4+vylInlMHLmkna0QAjMbsrvAjEj+RxN4OoedHhHPzenwKr+Lr0qr/UsoxC9AWKy3Srqvm8xfYosjxPH+QCUkh96TkfqTTs3NO0knCVojVWRKsbKpC7N6zJbQw8wcJwqWlGgkXUOuvTVAv3zpvHFXMZY74JUdezOFMoWrC1fQA0Ae9eGG6WriEc2pQITOyX1+aRBXo4nY7URKxORA2NeACY6xMRPN4fu1eLGhr0Fqun6bpdC3/fxfOLj+cRxDJw4ltPU0Rj3BDBxnngBi4GQDQMepwr2FECFjZcHAoypip8vbHTS+fUAwQu9FQuTCrzSzrkNFWedM9PRUkUNmz6NwYRSpkFAFH01cF4AapYee3fSfImhaIA9P4+z1x0ebuEi+xRgGtZ+pUVnAGaQnA1jXkgkPAWsmCWREEja8NYbzt6XT8EqJD36gQRH1uZI9jj2nOlqMwYcvelONrhti2YeIcExpX5/+2JPdWvdzBb3wUDlcT6KrQLAojg9W+vspzojy86mWCs29Ob9dVHO+Tjxdr7j7egsRJyt9JW0p0cBO444ZGarxgY2A5iO1id6qnq5ulk4qGH3AXdkMGvtFLm/1ux/e2lrtEig677Lp4YCPM/MZoo38TgaECeDWQViBtsRq3+iG7mP4T6QbXv2zaYIH/FcTgXJfObWGiUJOTGUm5kKUi23KaZxA6BVG4BNkmLGeIGhAoeQL4DOLTuR2BbJnyQIirWeTtnvAYaDTsopVsBCWwFkpFLzLn6cOAokxnoBlAFcEXDTBfcXCE76ub8boZv1AOrvly3a6HItlv+8oigDE/2s74BORtv+PRfZzyomy4J+vBofi7tfolWFujtAZHTd641rXSa1VCHDybMwCJp7UwSxUs4e79XCpfrCn2k2jos4c4m5fRioIxGo6g0nTkU9rBZGC8xLY8DgVip8zvNkKwZ4nmq0Agc7S1cVsYAM3VyHEzKE8DxjFvpc1437unXgmFpsCKCzySvPDd+dLJJSD6DTGKVpC5yt41axRM1hTutkHH2utY4Ucxvxcg59jSq6XitdFYNsej2LdYvomEg8n5f2k2vbw5eHwDNawxxZ1eERwZ5yDRp5dsuJ9GpCvVJtbHBbmuRYbTdW9Ovnnjq/jBLd19SX2imJ4VYOh8Yl3gkIsEU03YVXxtYtYMgM8XPXZ96afzyBdhCEH10TF17vdYi9mbHSkJF0tIe+x8wIt44Sh9IUC+R5qk6YichcDjZWhA8Y1I9qf+Q0TqUi1cOPjXqXHXNA6YIa1BguaoBaa2hI9GxsF1Us/LIXzqKwOLJJQ2xwl8sOJAqYVrCZWfYJskEsZAgVM9maLi0xBLTmZOah0v85MMaWOg91TBiz2nV8ycKlmCLijPX5/LdZ41D5MwlixrgxBwuaKu3fgMion+vWIYsUwMt0FmZJBICm5UGoZ3RxV2bi2s+z7szMieu+FVh2nZlV4dld4VzrmbrjS4rkhJ5nkq89MhMz4JKekpFE40jTVIN8sTf0f61kUh4h6FR3IDBilA9xCrgF1AKG2rauTE60huvmyM8je4HAKVZvjol7DvUnXWt3Xe6CcBSWYDCysgJ0ZYFyUjk1EjaFBKShle3PWGfTUrCjrT6SLviLAB6P1/Y+0TgFZ8Y2PS2clt0AIpYd2n182RasXz4/6cDAQFEBvgMA+qZtSgwc2fHcP68bMwcej5OjW6eCkSKUlgwOAn6cfEY9/OPR8Xi88XQE7f+4L4z74oz4rnqGArdRQMwZBgeeJtz8iAb0O8FmQF3fGiYN1l0jMF8SjZeMnP2Ggwetg9d2g2MlvyMUUwcQzBc85jstsR9W39jU5JhGlx56eUbdW/Np+BK86v/8cD7YfklutxmXhabrwABADrb4uFeef//1RcLgxfAq31tO2XM2I8I9oRGxO+5da4iK/vVaMIuDLdqvUvXoXNAknT6Zd4PHBxogFxARO2RmpYx0ELnHtg6rifJESlfU49RhuGuNWvQywHOutjp02LkM1eS6m7Hs4GzuPE9N/GnIW4A0Vmq39dVnMsVOdTlV7//R3Csrqw1PQs7CkUq4ATvqeYdTNHOyHY8ONpeZWtaPi9rHdnScYNsL7/V+McroVF+sFANlY7QxdIosvZ/39YFbU22iH+X4fFFXY9cAxzJS7E3BOEXRzycF4+d54jxPvrfdfpL1bRJRRlutPHIm8uYzTxkBywjyO++pqUXBlCYDW2li5uo358pXIErtwUyAI2CU4Y+2wFQGGZfqNwk6qDE4dxg1IQYVKM7BtGsB0GQ7GfdlC6gNRE6dG2cLUtNsaEF8x+kgs1oqWVfZ3AardRVqAdC733Orvty12MiyAUwPo9jINfZLRtX6M68VF0ngLEvE3px+3lAWTUSu/fT5u28CyUYw6KCr9xOZXdrhFAvTyfB62pA+fc5VzMF7o8Kq5Fccje3HQoBtn5GOnDhfAM3SN7rBebGu6WiX5nvm9pohi5sTHWRb3F/Wz8SLspyITXGjEyhAsXfDKOKhNSjdAhfnHM0AzPIUiCHhXh2djDNCGlnJCDKBnidWNkQFVGMw2HJ/vckPY8DLNWXiJPXngTkvWCrTWgebe/EOBhaL6XewZtR6bTNrfn8zoW4jlZ3ZoXl0pfUJRhnE3WjgaNRAU+eL1RHAev8IM1aJrB6jkO1DaWr92WbEXHxo6EBMIzADFl+a2aLviQqyrgkkBq77wsfHEzmnJugcK+MD3nFAnVXCPlQSJQ7VU2p7v7PcAw/I8IjJca+BCOuZ2Vg9FJ34e+W6+b791UdIsY8YU6QJW8jc98THxwcmhhjivQCKZ8Q21Jmc8F2R/X2qhdr7eaA/2NVi3s9NK6o11oK/Bio635GlKw+B56I5ZLdcQe7pV03AFj4XtnEKqtmBZOJQPQzGYvfDmlFnRzpKOw0AGW2bAMe73CaLehgn0qfYjzcWx+xOC4W2W6sdrohyj2h3NrEKUTZo6ygsdLFzJlyQ58PqY7TYBf2c6UT7MtxTTqAhakPqFPrnCrgYIEJgb0fcK0HM38ce878813bMBYpWdnr/of4SiYB57etzzZrYEbxGTPHyMVxnO+csLUMFEGNW778HGP3VZ4SrtlKO2sUIqAiktYbzfKB3d6xHMY02ptENtlc1dhUHhVK148aYq5WMRzJa2wcQnDtlXOzJZJHO4zgIcGUo7+vShfKhW8J31LPty+0FybpM29WjE9a59XofW4EVoLSI/tz9fmIdXNHm9Nac7Kn1fFKT6FSNz2nmAnVHqngLKnQyuPTX50QG0zOObl8AmVPJilyZ9iMIZ69LVkn3HurZGbg9baCbgXI1Ht+1HJKcY/viDPu8hYwlUxiKXHW2gcS4OfGi9GowIHArpFWZ6rPfWvBe5MooDI3ZIuuIAhMdsQJs9QyrFGdbSeeEW3yoIEcSA4NkB6s1e5gLWuuadYqWnfDkq7oTZh791bJ9QCzAZWeeWFXhORH9ZFWn2pWNOWCWF/A0CtmjNIQmKGObGdR+OIirvZocLFCFR4lqxZV22nOwOE620BXgoTtjcOnz7kpb661TWqoI3zH7ANnK+jsHcXJsW5sgBzzVUsVPwM0VeJENjiUHivqSprOyuhLQfoil6WZ39iplnt/em7ScvIXcs/VcZmvSyTads5HqQADabAMg/o1hvra9zveq/HVAk9u7Nsg2yqYit9nEc0rH3+G+pT5/JjccGE1Vx5YONLyiKwJp/rPBhHrA1oCAgGQ5atkkrW4oqBpQo3TZiUxU+5rjPNiORmu+OpLwzzX6NlFEi+8bn3XJJ2x7wr5vCPwbSApfuK2MsywmV0pz3VZG0KDGEiqfBcDMmiRjLYC5egOs5+TZMKMeYV076jOnU99QYKM7N2bnoBDtN7Z7UKDRgFgB6z6P3fYkYt1FFjyG/KID6qbgISvgdKFsisX3u6b2ZE12izrXrS3GMQKqPleGV36jgttMiJ9eGA3suLsZsU2PODVAvMTbrSph9Rd1gL8DtgoYlYUlvtkAKhClH1gPJKfPVYXp17oZCkepsdKJDx/FVbkmXwBbpy+B3pfOzQLfurphM8vPnRqpWNXFYjPNJqQKGOoBfOUzsdJ1eg8dAoJavqcLARzB+fknytwruhKYmGvag2lrUt+tgJ4jnZobWhexobWDguFpA78ONSu+blwjcMyO8zhUps9nutRGZqpJO+KhFgKuSFYKR0agR8NsiQi35JFuROvdGpmFSFTLjJ2dXsHbFuCUE3Tk5MMNh2Igg7JaW/S3N5xzaXSZ9hkKaMwY+dLwo6xHY2rYPRtDX5NiWvgmIznicGLivX1SiBO1l8WAad/GZGr4NXWz7qAZzMysprrsi5b1DD4d/v9zJq5kcVNLUHh/dDLENxuWN7dvaQ0eDbozRLsDR65gboyJ675WKkf7sfqJUg+ZVWkYorTEzrUtCHCLhzngth1moVKBkfWFAd21fmBC1fFgP7wWSlUJAFBj1eosWzfpPQbYxH4iUVOPgJrFjSbWEVAbGAdRCzwGVFCkYQX3gpBVHYxGJv5o0i3eDsqxaTAlKdAdLeG5AcQW2DFgMzB1n819MsSWBgTQqGvANIvezaBEpdX42dzfkRNs0mShfRMgG8pUMEhZ62CHZkZXZ0WGTjAJZpzrLtvO5JJdlEPvnAbFuyuhvkEdfH943x8nmS8GVnfZEbQl5s+UvrgcpGxGXzaGn++CiSwJlSU5PCcQmDGzKR1vrEzDFBMKs04OSrH7xhU8rrFxsf0bag+HAkivrn1HCz/rkibB0Fifq1Fn+pyBgr0OBKAgDrOY82KWR91cuVZWj3uyDxuCj8rkTTojzWFW0CFa12+2ApwFis1aV+iQkB1ghbQesQKtVSiywPqabJP1fitw0f5Lm0ifh2rRs7JLezGOAHRrqzG9g56YysiMAqtHZapoEzhPvoDUC2h0AF0NulVoqtCqglO/qwNzk04Oavfxw5kpAmd1yPDaOFD1OcicaLmmxkUEmje6rX0osJ2hjEOvtSHQpF8YY+Bo1r1sovFCPxsg9Mu9OHT99kvD9eVlWJuzPsOLsqZToMCJfaPBpL9npRXnAoNTQKItNJy5hM38C4GvyO2VljPgl0aVwdtpIw0cibiPIyQb+aLAJoHwTNftJMYGXBfT6GICTY+ILRpwVBbmLR2h6WnVRmLcAzhmGTRHR26mPrHeA3I4Iyf6WKyb+7ilHHM/DiRobGJvUYFUlbgvKA39FKg5esfbg+1RFsiR4LtRGH/nrMuO1qrHHEKTdc4TOSa+/fiM677Qe3up5t2remvdGWLX6tiICqUgYoF0G1+K8FVMcilSyzXDtlrCdOqvOHWmAXMI6DoyYTVi6wd6MCEDkC26rxuzTzbIV5oWcyJHgvbKc0lvXNdnYIvO63AmCjRGBNtN9JSxduVgYuoiTx8aOaSU8+3HgX488DE+4543NYXtZLpU9yQlvQDk+OeER+41TLgy/uPjwn1dnAJRgaHai1xXtefpp7SxiWK2ogXyXkyqNWmMrMcCib0BYzFJMFgwgKu9ZzGIUEoZ1dbZagXGH133MAJHLD1RALifF8Z1scpWFU5dxt9pu6pOzFvP4Ub3He3Qet/UuaFFadeOfqBFZ69OMcbWDlUjbrWZGgre2rY2DWIdfM7T7ZvU61FTPcpY7LYIutux7LL1eTSnto0OkFItasg0m1FJZPVe7S762EakRdhqob6+/hB6vzjQjl6A2cM5U7tH+yrb1fvG1GAB+6AW7ADQxDienSPfqv3IMrkFhr4E/e4ms3R+KkRoLkTRqNXOtUgFTigbufS5eAHD/Lrp4gx92Z45kFuG0IDem2dBBc31vENgHWmwsZhij4q9x0BTUNy3dP1932glQWI7MppD5RjkT12oYQDrlGyrqTf2udQsZxq0LF8I+QpqsA/56837ax/Hlio3OKGZ4R0OyKfNwXPWAn5k93cFeAbHWFmuZnubY/meKohssvc8t3Ue9b2L+6L9SOn2DHB9JtHWWFXfi8f54KCPcw1fgAO2UDYiHJjyzQ+1PUvtfUhSlrKjZiBvyeMcsJMZ7JUxNPsuyFH2EFgZuv8/ltMBos96RLC6X8wzoOInnU+TBtsBB8JdR5jyZ6q6QdWFfmgt8oaFd8Zn/1V/P1e1rqPKHXhW2uvl+1CpzBeQlLn+fWtXYW6RDJnuoKDBeh5NK8lXYLhjOsTSa5rJcZ89Aq+srwu48qrVx5BiThCgoCoCv1wbugADvFeG1k7VTnPbojX5IWliHXVALMNQhWcdiGhqJ+DvcesC6kZYzTrXbtox6332lB4B3lGFOXPT1BgAlzMXAG0QjT95AypthHU5V7Cw9tGg8OidTcPDrRpoWJzO3ysdvadTKT4zUjYWc67CK5+okKEKxJqug1F9S+tcG+xHkz9eAuTeWCxiJ+M0cW9N0116GfjSp1RE7fSCnRgj92urqn45nxBosfMBxfCtTaArFSG3fd+Do+J8DhzVKt3K6u0nvvn8DU43RG9H3SGeoUNVgqygnSm9kZzPdfMzcrJFl0Xd9KENMxrmrZ6Y/eBn6ExwnBs1TplsC3Oogvi6nmr70zZNrQqXsIxjnRgZwzEGrovrcokNPo4H+ql5xwYxdoYGFFCj3OvCP/zyV8h74KuvPuHt7eGboCIQwDIP5Iq8V4ILBb68baV10zly3zgDCI9tLMuqtji7LeJUosCYN9clzFqvu7KzLv6cFB7hOY76vbV9/vo5pwq5Zr2LA6pWYNNVvNTCnseB4zjZxH8Dvj2UVkdqIovY3bF6MiIa9dmY6iih1moJVlq7UXhT+66+GNlU0U872kr3bgwR0sVDS5JyX2Kjz5OflwtQT23mHAZ4Qd0oyJp7ihOk8XZAVnfWUhezmvZD2h/3mDziKPsUkF5Y70xGj/zkdd2YsiMJBRZYTL6LnYDkfbNtwrIX5U9ADep9T/Se1Ve2NE6t61kNKICdqWHHgL4Kz9JMWdt8Of3LeRyIbPU1XX0YvQapNXerN9rzVoHmzkAGwOC/Bc440DZpkL9XgOIlCPDnjDEUcaEwucc9+s/W+w9KiCkRyMU2zppTTnKjeise7Kk5t2wdM1CcrMM51dROIqIKXVtMjIyapGNcwWfSXX2xGVHkQsPSokcLHFvBU7GM6WIzp9L3TID9y8IUEXta2n0qb5Emk0QKOKUO8nNAkHxKEzdc4J31ZahQQkA5Ol0ZRKuX3H9FhNqFYBl0PWVFHa1BtJQu+gKLibUgUIUzdIjYD4XVbrmBWECpIDiyIUMXkdJcO+JeIlwfPBeX8Tkc8eFlsQl+ebELVAUAdLS2NobRkpxZW1HM6sZvo8lndKuT3FhPf3gzoNJBEUxaDjOgCDLL6JZRqdRMCIgkLviiraaoE2tsXTV69ukVyGtKPWUCuIEck8PjOw/v0QQOZiIbqo1ACmCMU3MuwUi+9jYC66qLUU3zf24RQEkEnWjWPrFwITk6MmK1wNFnu8VHRAhUqTVFTLhyMCUs9rnkWjdGqpqLHa35tDPt74rwHGrQfSDnxNhAc/NElwBuaTcBLMOXA8/7iWyM6K4x+PzJ9QsExnPg42Mwmu+9Cjec4gZABk4r5wDBWqE5J+5raJRlbikWFqi4LRFT4k8GD12FREkr2vtRvQTH4AGoiuQIpLS5pX9BsALaFZ1ek6DVuMeFj+dn9j6LpnVxepfj5t4eNLwfHzc+7onrGuh9v4fglAo1VI5EVXw78mfmoeEeA99+8xkf1xPvnz6hHW54LWYsgWhHFZSYlfn3v/gFvvn2M97OA+/zwTM4E54MFQ2lq8sEWrLLwZif9YwNbR6ySWolomzInAP35cKK5Rw4edHNzFul9g4VId7j0pl0oQ5ZkNl093tbTeAzpa6Z+Pabb9Baw9vbW6UT6+eCgBUJSVBUuCHbRcfNOzpybgVXDF5ZENdXAcs0O80LU23DApit0Y7E0kQTAKrpvwsNKqhCAb5xJ58jLTOY6Eq5dqc2k8EeBLDZmUH7LBAQSq+9vzFAup+XKu75/SmnW+2t2rLnQCiVKVAAyko4IKStil5kVfJ630O2fEE7h6xifSRRQfJM3Rf1zXNMvL/tbVdMJDCIm9Kq078Fdl9FHyy7KVvRsboZzI0tRbojhvq4qvUMwZzBJNtjcXTpQJEVSFg65oEU/MHQ/qhPZ0Ayk1FkT0JsV0P5KOtA9wxSFwRhAQb9kBVHwAI8ubGwLkp0sE5/suRmtMMTrlvohWSU6Ri3/B/Bn5nbPeUbWQ+x/k6JxRGD/TmHu2NIjpV+R/o3nqctja8AYGkpQ1XofI8WDThQQ0EWibbAdmtYfzYW0ut1hLpwBMGo76M/Sz+DmMYspYoxC2Qu9nJlMV7HrR5lKhQpQMbTwMXMwpeIXxgaFfpIvF7UukTx63v81Y6Id7C3fnEhejnP9a+5f9H6REe3WEwUn3W+LLqBjiVE/B4BFUeYMka1gFgAcC0a1ntW8cByOv7ln+eDaprXAK71qKKJgECkwLJbBbnaGVqNrkrD2cnaONhy4clUmHWEfj48T3m1QkmsXl7+vlVhtdix6GSBzvPBr0/GytV2qQUbbIuF6DrMZigr3eh4KydmcuA9LhZ32Hm9pPy9tjrATQDFQUrUk/JnuH9aNPfi2lnj1B4vLW0VssiJYqaa9aIibokmmv4AACAASURBVJ55rZGMzK1WNb13PM4D5+MBZOK6r2Ir9u8HUOnmiu7DzhJ4Pp94fnwgAjgfpzQy3Guep4F+nFrndU73qDLzxrhvNAnsNVehDLzZ9KN3vBtYxEr/934o1XqjxoWGGDZdLoNG92bsp6c2icHw+XTKLBcjhXK2UeMTH48Hej/wVAupMoZ6JmgNWycblHPiulicZC2PnfsYBM73fVdg0a0F0vnznb5vOpHrunA9n+gt8JAcwm2RAlFj/qz/BICR1F1+/vjMe3h0tMY9n8M90SQlSKDlBCrtt6ZEDHWQIJsku1RnHfzarUGvWz+5mXe1YAHtzvP6wC9+8Yuq8m8V0G19GjPg6nyypysyq4bKsm3lYMyzpfTU96yvqfMdQMzduaAYuN72DIECxjBISyMruLkzUgAZAVcg+m5TY7xsue+AiwheAIiKhF60ayZCnIIVeLU70bV6GXjgXpU7OEyf7dKgZ52T6P54T+pa3mrmBAaDycUO8+xR+90qLT/HXB0uDAZmQw5qXKNR5hIbMz83/4ZYlfRMaSo4DwIyg1EIXLTNHpmlqpoG/eegKwrEpcgMqFBVZIt/X2ekcTTgtLX2f/ycvcOC/3a/hw5g92k0h/p1+nt5JngWZjogkA9pUC/7KFAELKDF5+TfH90T6qxpNCOZa/9lS2LKtoxUZjDLp9iXQe/fW+BwgJbrwFUJVRFR3CvY1ymwrEzJdr8QWBnCDY8YB4XIECBqqpYOIn1J72g9yX4XIZC6b0s7yru/Mc/pwlEYOBJsYGYh4nIEG+Zbiba6EUgs8XZzBZoi0FDj1lkPxn9aKPn1ApbxTMCsygKV/Mz9AvsgfAd85qLagaWP+zJa8/PQ39G4JNSotQGqG6rP9I9opsJdwDMJznbQ6EPmn+fCCxuNNWx+kGDFOsxVXda2g6B2J4fo8uM4VvVWCAgl9WhuhxOhrvnbDNeKmiJWL0DtYesBjICFy+dx4vF4Q1chDed2rn5rTk/0oyPbYh8caLwcyAhcOcH5pzSSj3aip1Iofjb44rg6kmyvdVXdeURd1jWg3sJ1VqJF8wQdtQxp0OekWq/Mgjxu4+HzRYAUiGA69xoDHzf1fZGBdhxLEwkGDHNs6flGbeHhdL90QL03wPOPAVw3q7Rba/j06RNTQFHHjU4eZm6zKur8zP79kg60qg630XOLpkc/8TjOCgpmTOn5AvdI9ek04I2qkifgYdq0oeM8Hzgeh0DQrbYhTXuVpVVj4AW2PRIQcnuVLiYx5bw49lDNqZexKbBMh8pz7Ekbx3EUgOHfveF8nApQADRPO1qVzvxH/ryvPn1in7aTzNTHB+fRvlUzeAG4yi3z/D8vashIvyh1dN+8I2cWO5atdhFDaX62b2FXA6bML+BefQgFFWofM6gtthMOEDh6Ri4Z1CwgIFqHmkJNKimjj2XLVxpW7yE7Dd9bMOChDaI214L9MOCQIzVA28FbQGAqxFD1Bsw1i9tf2yMwgM1e8IncaJ3Shb4C2YC6fbTNviymxc9hVrl+TndfuxQ4BmYLvSOZln50ePJPpQTvC9d1L4ZLATKSd7EfnUFwARePtgOiHXUHKQnkQw6BsrcHpRFzJCZm2VSekeDsZVpm3ukZtf7iKrASXE4RKwVcBIGzhksaQ/lPX/0DLfzUuZtJEmFvrTOmWrSk/X2olds6LFPdP0K+BApWs/EMr8ktQNPa9N5rrY0L/F80neWUllFs4nkcbJzeNrZtDyLkQbqz1eXvAFdk66Rgn2RjO8Lf+3mMP6J002WcZ5b/oN9QwBheT4BCNdqxnEwDh7TlVfyynTf7Qco3HNBQm1zrovuHMSuwqAbm8n8zE22mWEcFY1ofTGjaEc8HGXv6R+MK2yKy8xsAhP0K/dxh1mUxI1ofe68AjeHLv+nr6bFXmbj0inxp62FeU7iF3OFwZ7VRYNpy6hIvKrrStBAKHhobF3gBaAuwBThGR9Veag0T4QiG+foCuQaWcznP4raEvGcqbRKtxMs1MiyxevYptN+BRBlArRFTRoB7pxVDhX0foi4rKlIgazMHdQofHx+snAVBFcEXKe4xJz6uJ8ak8TsahdS9tdUeJl9T4A4QbEhyAs9543o+1R4g5dCXkw8EHUOud/YFhEE79rTBAGYglAJ2xEyrxPfs/WAlaOfPcDpsD14WQIrFuKrquUPsYpP+KCecnjJbU/02ZfQjKRI4HHVpD68xycrdswzVfd/OF+j6rLmjZiyiInFI/9WBW6M75UTGnGj9wKevvsbxOIXZpzDAmiudjQyejUZEYDYbjwDyBmZDHA9V1oMpKYGH1Hs7wozW2eMsn7y/gNJUWquBYuI8sospr5MpN03CsJMyWAww0Jkjy7n4PCWAi/SFDL/vrU7+1OSWybQZQAAxxo2005CW2AzvVEPw3jve+gkkcM9RjHpprbCmEWUH3j99KvNug0u7cKKlClZi/bs/q7WVmtPLFfvp4jy+j9PWs9KSmQPH8ZBIP3E9b1zS5L2/vyvQANDYrmnORBeD1MCCLQv4dVVxHgd+7de+j+M4cR4dFjKEWqlQZuCg2EG7XYHZmlz2xzZqA2P+e7NAhL+UCB3HsQWmKPakaSHibDjOB+3Vc2CCxSCsdj/QJvV+M1eg7TvdRFy4gwTNwyu4Q/pNUGCSMpaVYnNLrQKn1o8TLdfPGun2YVCRGwvBWn+I4bJdJntp0BXqPXrfA58/ExyfbxYc8VlHBmYwxd6V+YAC5XHzZ9o+OYvOtG7yjpnlQ2JOBicRB0ee5mRRhX0GBJKrU8jr3lYTQJdQ1oHIcv8EIlmfdXSCV6ujwsETdHcz0aLTRvVQASJbCt3SoSJFUDQDLPvKzf+CwXJXQZRlbCmGJ47FXFfbGrX08txwpmHVtN0J7QTc2m5OpWYtMXC3lHqmqHOsU4XAlC/rCtzcjN5+e6A1roFtA+uvVOCWqwBzYQOvNbM7Pi/GI868mSTx9hKcQ7ZmNTAfY+D5fAIIdjmBeokimfmdEy2ySBIShXyOsz+II1pwfeeNkWvgxx4Yet8OAz5v4GYutv9Zl6DSFHCRB9MpdNBZqLuASTn47ZMzi9XwCtI4qFBFOMIb67TbPjJsB7JFsztCeHnZpbMzsMxMTSVY/f3q4La+IrENS/s5MrNGvXV4vBfHqq22JstAf+dCa72jwKmdqw9Sk3Qx67Dzc5S6mgQuN6AU2Zrn7S+c0vX437NNVQjrXSdHgkVbkdbaL/nEzGq9cqsFg52lwY8PbL1nUsjtAgim8nkuamSVTNl+OXfnfBxHgYQCFXqvzMWM7czamLmlObIuHvz/w3ILoLzudrwDOme6qASa2wi+PVWmd44xStMI77CAqBkPQHY6/LNrl8uY9d7x6atPOI6z7sGcUyPJvOfAbBOYKj5IMrxkLZ/oh1P2ZNhCP6zZkPt+ZW73jamd3jkrdYzUuMHE2VaUC0W9BOMAZdPOCUDRugGsbMFkURXvDCv23Ysyn9zr63lRHzvuAnpNEfWcy+FNOZ1QK5CPjw/MTJwPOvTjJNO4CkwoMnegWWkthNZbMhSDZP3qzfdslp24bqbHDwVseDzgVle39sEpTrZHmYzYA9KN3pz+EWRafAenqq2/+dWvEEF236MinXqrS7aZ5P2O9t7w/umtmP4p/dyoU5+wZtjFWi8fl5tt2u4DK97XeblvAl/qLHtpncgur2KGxJIHjVxp59a5TlMMRvi9LOPY3s0Egu32dkG/YHN0h7AAiW020+0KkKJOKe2QGrz7DrRwD8YFPsNAA3ghLKB13acbNaznuq8b337zLZ8pEhADXiNHPTYvlq2eWw9MogEsPZzOYE0KMQGz8Qr72q0WZq8s8OFAvEn7m7IRJgBiW2f7GLGXrtrmknnttH2295sPh9gyQFpftdYKrWXhgliebw8YbEMWk6iUO5yKXz/X9+Tj4wOPs2/3J6qoZQpg8ielo4XyHfYLU31lzWR6xreLTxOScRSL7BZ9xg5q09Sy7oMLhaL0hARvwy21EqpR2IG4/Nq2L6t2IpeMIFbWcj3n67tVMdxYMhTobPfWEccKdNneylpmSSpm6n5voHquau2jBOH+RxW9eONeDleY3ua/R+5gaQk69wO9//oyrRwRiH7ATKVz+JB+ztFC0bCbOHOBOkZpIBECgMLQDKBJpJpYQG1Fq+Qz58YcOiVs4KRtgkejmVliMBa1bjTOTOVmruIRb/yX6+BqnQU5trUyU5tgGjt44O7BEVxOR40xcA2mwY7H44XxDIAM4/nAEY0sjKrAZpLVTaTE5KuKDeCYQm73AsG72N2PXCDaFYkqVOnSeh0BCutn4v544n5eTCEeHWgHss6Oi1A41/Y8D/SWAlzWmawDC4HC2p0IxLTgmP9WM28R6J0TXsZ9qa9ZwxhMFU6f2XaiBdCPQIYr0ENTb2456v7dCwmxLQmc0WvU1gK16rYvNoNstbSn4+LMUAQeB4tjcgbuaS3VFEgGAq0qw12IM5GsqL5vtH6+GkMZ1taj1pmsOVPOmYHIiTgaHucbKjV3X3B/OffJo2UKICfu+6nKYBsTjdFUmnEki6UKMDZpcU/q1O5bIDCTrOWgwLwdngXrlK0YhmhAdqQ0htdF4IgeaOfJmazqs5rXRdvUGntJSh+7qicH7nkjNVEhGqsGaXjNuAerFs20FovcpWtkiisnkOMuJuweHDXXz9WIm3OvldY533D2g+PmGtOibLOx96NjW58hrVZO2Zck8H48TkoEchCUo+F5X/jlN/8AoOF78QnnqRFo4655zT6zToMZMI6RaIlVIZ/uUKBUlqp0P+4nfvWrXyGi49Ond7ydBy4xWa2rJUkkunWc/x9b79ps23JUB46sqjnX2vuccx/S1QMjMIIPxjwa6BDYuGkChz+0v7v/qTsCB+3+0rwcdNCWeVgSRrxskHR13/ecvfeac1Zlf8gxsuYWfYiLro72Xms+qrJGjhw5krEV7kBH6jq3gzKVWmG9Y4wtzozGRrNT2Tuen95LzUMvDj5DMGWM7NxzxQ3VYm25mDafwAQI2QAs1pvOtMF4qYRUiWqRhlwNIk4QSB/N0AE7kCXCgVGmtlSaXfPY742MmQzMdZ4ZePDz7HN3DJTwizCO9QQgTWzkhHFPx07ze/NTJ+3UotVS4mxQ0Dbg2PdMbAvI9DtgJTqxixkdLlgp43O03tn8GD7GUaVhlE2gN88xxeuS1Uj93QS6U7taIFGid869Prl5SA8vkqJy1ve+7/jkk0/w6tUrXK53kbQJH9i0nEFRv8FsWJG1kQy0K4DqlWufgwTUSd8p9fCRE5RCYqOV0xhrpv77vO5CauFAcbRmGEOd0AZpoN0H11ycG3o288+M76qbax73cXg6dEzPx3py9SCrXQ3F2HRo8/z3Ij11MPLdmcSUuU/co2FvHFE5aGanSxOjlJtoZi787dOhPRFsotx6mkJCDHgGoHoMKvlmtotA5Vz3EThPHXvSiMQ6JZsk8KhOYj4MWJK+UGuWLl9i3mBDVNhJzBQ/90zjEBnomYll2JqJq0kHcuS9nXWEka0AMgKXm71eRmSxIw8hOz37ZIc6J7AgppZcLGYvB6DsaNBgdIJOswCYKGhAVDI9DEPPegnpA91Vfgn26dl4KG14/ReLJ1ClGaRPHVwGtfGmeqho4zAcBxweGjkyayrZq8PN3bGeDOGdmUHIIBCbRcmtIbMinLItdwZ6LmNnANm3DZ9++gn2fcdyvUYZdj9io9aS5aNa2szMzAA2dPQ6koEY2gd8X32PQ7qxocQMWGrF0mrom3yOFQxmhKVkSRaM3c1FXnADmqqSZX/Mct5gEmAn25VWW7BWmmRAKUcxEAAdkLdmvPt4NyqtbPuGbb/hOHbISaGYoZOxMjoRaIRkATWcqYUM4Hn0mLjTUFC8oiHKQBghcQjtVKzrMBWuaQ6eSZkkHh4lVkBaOketIxKbFr9bivGgCYa9ombiZ7nnYr0fLOX07iGwt5osS6klAVYpFho47v/Yy/FPuAxE0oPDsLML2pPZqIxL8a4OlrNCmxi6zDm2q+B6vdLuJsCFEtWMuzyUWwtAqmanWKG01dh3yAqq0i9OFiLaQ7Jp6ooj0hMyvsFZwgLnyjN5KdXQqPX20SlriPgYyeeYDW5QXIk/ncBA63ijf1IlaIpJFxUVDcZpRoN62jgw1QAwKxOSwBj3YiYh8Hz+NIiYMYG/pzg2m1+QursYf9gyJuWa42GZJXyWzRubqoamOXFW+PXuGkkz30N8hoIW7d4Myfzl9ehe8uSaZVLPRF8ab0SHvE/tYV0ijkn7H8kzYw4kC3kO6PRMFE+N+9IA2DjZwIyItTp/OmU/PmLNh50L8r2dGarnVTCCJ76bSQLN5GkMyzMePM+KyAYA+x6/sywL1mXBxx99hL/5m7/GT/zET+Ldd9+NPdLj/cV3RiLTyvNrErHAQ5YVj0jwI+yX9H3UutOfs5H3ZGbz5IY7qw4AZFGY/sCJDXqymvpo+Yu6PEF1iNkkg6B1O1RyjnUTsTcm/kRcLIRWTCgK35WVhF3hE1pOWlY61pSIo3PNTM2j6zqNIwfPQCb/084H8mQKPQ1iQcSlDJ4CCN3tcEh4/aPlvFmiNrI7CgqTCp7fSR2JFbSq6zFGdadWjdfRCLQIJAVGiWFy8+SS4a8OBMjITDU+LSedzAVWyYY6M4xgpTS9YmlRGhZoPMi+4KyR0Yb004IUtfQjzz2+9bxoAT+JuHsP9O9jxLPg8x0WNjEG3vzp50vhRAslCUTrAigzE5qZ4QS1ep8g4OFBhRmUWyMwgnP0Xfi8XS5rZL+lwkd4PpZigBcY53Nf2oJlabCCzOJBLaTWmjaSyhiCuEpS9AwUFIPd63h4eMDT0w3XMbCua24u5/uvBBrVmCEXMejXOIx2wFl2EuPRjwP7HsxJ50GTzTVOMB+pW5grHx3nMVZHP1BKsH6lFjJCA8rQdR8C50ceahYb3wou64pliX+kS4x3I3b0wPADsGCAtZ7UQXscB25PTzlOsbXK0ilHiA0yq3AhDeqnwL06G6bcmam3xrImm9n2Pa83104rWNYF/TACu+MflWhkZRX3EoFuXde03SkAdo9mH56U+buDom+Z5h77QaDnqLRmsbwmY+JQUZeoBnTOdC+Vsc0N54YNifv70F4ulGQEuIqmq9CRDRvYx86YM/f+5XIJrzZqca0YyqgziPP/1JVtBiyNe4775+WLF/Heap0l/2Jxj+DMaR4iaWlFNiWTNh5EVgBvVdssGNKlsaIwsC5LakWjG4Cg2qNJ5Nz0EBWRgcZN1o+OusgrMJKyUirC5zG0axEzd4JlJtQecQQ4yQ5sZHIjYsIdNI+eGsYoL4qEQDbX1GJkzzzPhWIhwlAYDnDb0V0AyBPwVZ/3qGS81oK1XiIGMHmJyHKuwklGFDFkssFKjmMJd8U66Az0BA1mTI47gWHjiNBSIf9T09rxAOMOyaOmvCmBoc0Tb7BZM7AB49TeM8FHDaBeCWrEDJ/P7HOzhjPxN2RVFoQRuQfO1m5xZssGyJ5ZLekXzSzj94cffojvfOfbWJYFP/VTP4XL5YLb0xMrWJHEDgdw6rRPWdYgaCV4yqTcAWsE4Vn+5xopQK0hQfDeOddZR/dM+7TOBgkPY2w6n+vCTWGfdUoZRsSMMOyf+Eg2gmH3tXMu9cKk1yJ5KNI8yq0A6RDgxFDZkT2UmJ6xQaU/8ZS3iN10BAu/kFhpflqwsFkedj00m93SFicOVJ7T5CBToD/mIvf8OuTid5+AsxS+RGbgwk6JtPmSp40KxahmOJefY2EWiAWN7UEPt8wCzjq8eFESsKMwgyKAwEAK0ieEMqjrTH5+vOks87b6I7oJF7PQTlnz1GLp6cRH1WDweBdJdTvoOC9MaZlNy1dsjIHH2w19jDB4BmKWbWFJBQR49FCUTsO9cNQYmGmybFcL1hPLZwiGNCG3RzlXB4WeqwsXx6ezZBSfHW77SzZpwCqNRjGZlWJT/I6QA4QdwC3XpwFpy5PjlyjwdUP4HuYzkr7QsV4a3nr7bVwuN5TWsCwNS23sBo9nWGvDALGRgqkZWltxATi5YOR7gFHAjlnuG2JyLIyp5aEHp8FUpYDcY3LJvt9QigXzROPsuFkeaFboGXdAM5njsgoMHaUA63XF5bKgtujgHh7gVOWY44gSsOn3dDC6ky0Jo+ro2jWsbEyCxVQ9r8Hq7TSzrjVAx3AHxqHjbdrkWAS9ZamzISVuJUHjGLTFLwVLMXbpO2qTd5mYGYrSgajOldBbrhxxGWvFcCRDThsjWoEc0v2dys4qwZXSsmt9UHIw3FEI/tf1mt+h7DGcRUaUdLhXwtaJs397AJII4Atao5VT3+c+swlWz002px2GTJAQrKuSxdbYNFZKWAqxyzz8S5Gxw3MN8/pRZgOKe2r79p29oR4l+LaE2XdHhx+Rw6A4ruuaeyp6AYNFKd4BcwKhWHNLW+A+cLMtDleyVd0HWlnR2hod6VDw4zpyukCMAB/DJUEROyYJz4jDvQCCSJNoiOQjNHQVAzUStGNHEKYOswE6WRJQB7h6PGKPyfIoLGhmci+XByXIsnlS52opBejhZYpWeV3BUp6TBWMlKJIFy78TWCux8OGlYmAmFTHBR5OLCNAVP5lgqkivluuoZumkASRBCVAT70BNj1PmEs9VgOIYHGFqQBnxTjy9kycAn01NJzA/xrNVHWCEsogTKZXd5GJxBpNTk+ZwyukiXq54errhgx9+gB9873t4+9Vb+OVf/CV8+b13cOyGbQtZi+Zs++jUYdfcI2YnDeOImBvr1OE7NYvwZ8DWzFAt/rN7JBYhZdBMJK3LQZnTQCU4nl80aNEz35/wiKbKgfjj3NMRZDO1zEPnbejeS5FbBRlqnVM8j7XGsoJVhLvm5CQ1Fc8G11gHel8BnDkH3l2eM9IZcNFEmT0zeP0J4CJoEBefYPPsjUXWa87WzQ+YuZfAExdudipzgehz1F0KHUDzw3hj/KzTQnQG4sk0MmHxmfGo5G75PROw5ve4foKbyGVpYBOgQCLx+D01ppgZ9YKW15QealAgZLdUVIpnpsUUTT5UgpRmhgqj51l819479n3PA6HRLmbAmbnqeRYe9iwvFUNDdIRW2qRolmctNQ+3qqYg5bGG0OxhZIDoZFe6uuBo6+R8r1XPRglMZtTzec8MNtjIIbThA2lNhCkcPrOhWlf6mdSXMCN2d9zf3eH+7h6m4GsBLLZjD90bWG4Z2mBcBUTtIVKv+dmOKEmVi7Rvhj6Q88JF7bM/iECMgFngqXfUUnB/d4eVfpmZ6RPQKYEQSN8PWuEw8EWDSASNg7Y1KmuOMbBtMV86ytLxjxisaKQpPFCWDI7x6OI9xj1G0rFtt+wmPFcN4uAUa33S9p6y6liIzrL2kWCvmMGL5tYbu8FjP8cha2mLU0vB1CepfOKZjE2brudM3bZtEEsoz8NzKTiYcYIFWR8xQdQEkLDp6WFWTUAbussNcM5kRs1lXUv4i8IHFbNI4CjCtmucBRPpVitQSyRmeWhMsXuuG2pWBfrdB9rS8kCQhq3Sl0Tl8dRMMSmLhKnGdBYraGuUYGP/cuoPAaH0qxGaCF4Us0xNKZZxurUJar3PppCULI3ZANTHmJrSwo5aJpEx4UVeh5KnTJmT4r9ScVmjWa18P3uAezLD+3FECb7VLJsfx47PP3+NMRz39/e4XILRKtDBzgaDModBKA6ENRSZTu98LmTbdY+K+iZ5iOmEiUdAneG8D+r4Spm6acyEj0dwfnaeEX5+9xVe6o8kJMiScyYZJy2emMJzgicmPOMr97O0zg5wdF7h+Dp+R57JfE+5/oygLSo06SEqEoLPzLPkPaudpYSd1eVywQcffIj/8ff/gA8++BD79mf4tW/8Gn76Z34Sy9Lw5sGToS+1ZWUMFmbfs1Q9y/a1FFhrkfCz4zifgRKzUeCFnfdOl5bETaCNm/YWr7nSUeOcIJqW8FwHIuoiTjwfg5lOHSTtSq1xI35yMhEO4hpKaRTseTVmDPShbn5H9QmOFaenDyySaIhnFYNZYIYmOnlwE9vzdZYXkx9EEKTyJCFePGRDNtaAqDUvnFchMKmSwk5rmsoHk1ebr1Zdg0R9DBrBXInlicCgwJLZPJnEoGXn5zo82AMEGDDel2EyMeYn0TwmIDKEmbH+Pk02CyJTzGuN0qC7LEIAoKQ2xF0mGXxG3FQlG/PVpDF1UVbDqmBhkwUYSBRwJwNs0XTgURYJwS8d/Q2oXrC2FddLlDjb0mJCx+i0v2Ajiy2hP6oh+p0b8EcWylxdM2A48v7K/Kt/9Md5QHYf4U81BrofoC8wRJWnb6Y2CBe4Nigw8ajKTAp88T70cOa11nGEvUI6KzwXJLsrGRJDNO9RB6irFGOOapzZSgG1Psn5jNpS0TjLeXjoxEqruH/xImdz11JCf4fCUifY3YloBPAJQpIx47o7d7jLo7O7odSGVmp+R5cOCMEA2CmrTgPi4dGcVQqWVoFL2HHsx007CGMEg6c1/MxRYVis15MIPWJHR++7SBEun4IxwhR9DEerC8uxA30P26nRO5Y1Dg0BwgCPnN2uJ14rE98B7zvG0bFvB4YPXK4CL2AZUonQSLY7lwhi4o77QKsr0ybqbGvEDTHrKefgRwzqrnVAnnXSTiogfPscB3XCl7Wi0qAdg124JzN9yV86S95iCLSrlOjlBJIKMrg1AXDqgYuFvRT3tsBfGKR33LYN277BzLCWNdhJDy2v4mJaMJkSNjXL7VFcM8OyxHxhVRuXEqU3iy2VSdkxesgIRpTcrBZUt1zrodWb4IMEUR4TQ39H4FrBxoEhOxSZkoPPoLJJYGCA+tgaOvsZ85ElTDEufoo/wT6xmWR46ntPWAAp4dI9MHEzm6VAnZGFIKpj7omsYDsycYdVGKKyIFARlbvwkQzvyZLfndvMjAB9PwG48mxdnjWpbZddqAAAIABJREFUyRgqmTQ26yAAYnAQjIeUioUzBZIEQJHmvXAvZGjN/atnIyJA8U5xPODD3Ad3d1csy4IffP8H+IvvfAevP/sMGI43b96gWMO63qHYm/i9VqNxsE6P3ELglskvtIbiGaX1EhMBd7G9jQ4sHFxAnbhZgMkAbOqytrjn4hjFonlwnHSKPNciDllWrmZi53l9GqFoUJId/QURX+K5W36sA2DlisxoSnGI8c5NxiJ2cm3Co2kyn490wNRFu6Gwj6QpCx6QDsIS1EE0Kf9fgiJll3a+OcBGiPuNWhMBxslOxFb1wcr9wGTwWLYRW6eFq7KgDl+dxsanFXS8PQMRhY0ewMnqBaeMDT6tFhQcxqA/WXxHWEpMEKHuOzEroZ2brEq8SFLNY+T36AXpJnJ8l8fLVWOGBqNbipBZQtW1x8OLDJRlXU2+2KkBmowVSwh6lmOkyXOBYVlWvHz5Euuy4M2b1/jhD3+If/j7v8cPfvB9vHl4jdstdHuFnnWF3oaVbKY862Seq4OkMLNKVpCrp2hhVmmMQkvRWsN6uUQpe11xWUPjWFtBLQvLfdSZmTY6g3p+59QK8dtgpyxVrJSCPpKp4jQH98zW1LAiXRzxH6Y0YTKFOiEiQY4ShLwklXEOH8CQwbbP0q1PbaCBzCXXVRixqnlBpXHZUYFid36nTYbp/Ef6OvBws2WhpYxKowxsFiL3uaF8PmfHBN0jAO5arsFmEvXJHkLL+zzz/Py+PNelOsw7eo9nkCbMtbIU3nJ03n7s2PYNt9strD18RKf4QLDsuvRiHKep59eY1zhZ4DolKGQTD7KMMjQ+fRjcgW0/clIMVkOzluXCKkaMvqFpDq3gzYaCydbMA8oUkC0OH8smMa1xBVtJhEaa9YeDwZ73nBZSYqM5xi6sgeLAOZehpDF1rlMr0lBF5BgjLLienp6w7zutsQh2uKY0YaOWyiQzyr9RsYkJHjmCsxhUZp/rirGXWuIxBspgzGglvTqhpKBP0B0z1DuAnvFbGsGoiRBNGhLMAQhDbZvgMcqWYGUj3v26Bgvd6rxez1jNOcZHJFz67uiQD9ulbdvz5xTzzexUgUACtcmPxs8V6PzQOolGEp0l2outLVEZGIaNMV97Vfrao/f0i73QDeBZheYUB83kNqL1zx4FPUMf2PY9YlRb0BpLx7wekPwwN3SERMZhGf+UVOTat1hvOIFOxXDZqemsCSZdjh68ulJwf3+PUis++vBDfO8f/p4NbwfePLzGvm+cTEXNJ68vJCg8h86g3k4lfpf+t6LVqIIMVseazj4yrUM4x2bvgg9HR88zYtr3TDZZe19nSoGlT2mebTalbKoaBKs5z7MzWTIZbqMhfeFzHxl3ouIxex1yfWq1iXE5JT3CXOdr0R40OJrzHDEGPiHc0UccGCpV8mDNQ5C6rmRehjrQJO4kU6aA6v5sU8UByjyxRCkIfJGdC2tqTBjcKWZXV6DpxAJNe1l60axGbXrTxiIoK6ViYbDdtj0yRRgWZvzFKtx6jj1yPXwyV2E7wTFDPOzzeHBAJVbpSPjk83NAmr7gND8aoSdRt66CyhzLZkqEIMsUKwULA9Es2cbmHSOaUqoVdB6iBcBlveDtV2+h1oK//du/xTe/+U383d/9Hf72b/8WH/zwfZgNXK93WJYoMz3dnrDvR4JTuLzAOMmAJQBl03m//M7YvDy0ClCtolErsV5WXK/3ePniJe6u93jx6orr3RXr2lDrgnW5YllbdooJ6As0hi9eS91OkdiZ7zZBZS05z7oUwErF0i6olfY/dbJxKZM4jV86e2VK0lCXxnWvDkYkE9Z9ekD27jj2A5r8EFYSNcs5cbgE4F7XFa9evcpkp6dWiaVTanedWaBA2ZyUFIFuuGPQGgrNYFhmwuPBtheNizOxGzw0fGCw4cwstDrH0fPea1vQIO1Rz3fNnBlqVzK36OIdYOYewbYfsrHx+Qzi5AtvwssF67qGtooylmS3yvRIU8ArJd5tay1sIpYFC/0F22iwesBLgfdOUEBphWv8XxXkyINk7x23bUfvI02W3UdUJ4zj36zPfWkFrhPJAzTGDOuZwKicFIyfpwesxYbONcbHFLu1xFNVYhCHjDwECw//WHySAOj7ApgHuyTm+hSK8iCKbtg6m9rGwLZt2Mk4xrtD6Lk8NNuNrFmH9E9AiFAd8bc4XddktDJuiBhIYOYJcIzJkI+R96M9r4Osj0j2KuNdqYUAPN7TAEEszyr4CHY5ZTfxfs7lexnnB2OW4gJe64n9fAZYCYDm1gOAExDALOOegSjXsndE8mTAYpHcDQQQ1YtSRHeLxqjLumDbx7N1pcTHCKKPHix7WwaWlWtWDJ8rWTx9Bsiu8kaqBaAbIhzcQ9tMMkaWNDMp4d4k2SM3ATG/s0OXcctOycRpbcwYhdPPz7WyLAV3d/cYvePhzWvstxvXQ8cnn36Mh8dHfPnVq5CiPN2iIgIJvSIhPH+fQHzoxw8MSiqqkl8SNK0up71slMYIcPuz0YMgQPVcRw75sJjNSmtIx5AynEhA5/WNcfJKLQUwEhoOflZUwCodGxL86Q+xQhAQHtU87RFMDs5H9G1EUmVzEesN8IflcKBn18zJFBLACbyZOUbRLwtATVZCHx2bMD7wyKhnKEPMjmPfj2m/kMbOYMZPniygP415HU6LA2f2E4cTXej5RGpHClrnBo4FIn1AbHgyPcP4EGIjH0f4wvUeBtlWPLprCzuoHejMwJwMQB+zDBXlivBeUjNI9ylUPwP4wcwkgyrs9O8sr2q6icXyKgweYAdlUOX0s7LQWYmNiKybi45vRoFY39Fqw1svX2FZF/z1X/0Vfvu3fxu/+7u/izEG3nr1Cu+99x6+/OX38JM/+U/x7rvv4unpCZ9+8inevHmDNw8PUYby6FDto+PYBy9PJr8jy+r7HtYaez9ST+UeACHmC2/Ythtev36Djz/6iDpGNccM9GNm2mIf5tgvZnCm5CM2U5QOcdrkoUFalob1smJdl+gUrQ3resX1eg194eWCu+sV18sV17s7LGv87PVyxbqsWC/R3LMsCz9vydF3lWbly6lTMdYLmaTBdV4rTasNn376CT799FMc2x76qtef4eOPPwa+8C6WdSWTVKKZpjUsdSEhryA07zEZTnZeqxQxlMhBme75sAYtkjqiq53IF/E8fUgfONDHnmWlBNVgieb0d30MHEPd1QyQrkSSmso+gq1gErHKv88DxzQ+VxhLZihYL0tM1YmgFKzBGPBa4Cip0TWzmIZzgkjRsb6wkSq0DwEYBEaiq3cCsIgb+xYTdTRNIQ12S3hg9uNIi5TSGpZhaEwWk+XoSgBPCQJCB6Ux6YFUgGWt0fBjBfuYpsmttEgEqNULWRFmvIhOLibeYlPjvo/jiH3aY565kvVaK67XC5alAWYxFeh0WIzR0fctR/8ZKswrCnrYPjF+9wRdhmItpBSjw72SbGhMPqIK093ZyGjsSD2gE8wZm4ykgIzZVQ0qFsz5KDYbNSr113C1fsUZdByAW1jmIDTB+77FZ9y/AIoYo5mQSyph7vDmuR5KrSF9MIGnlk0GSPKDsbkUjKyCWOj9hmOUyah3JkznP1mClqyzR/MVSoFVPGMM55SQgf1QUkNwbCynNoHBYLdaNbgVHPQdTVB6+mNW4VYwWGp3ehrV0nBZormzrbTbGwPuR4Kb1Hpae/bfK4H42aYn7ldayJCt7Ec0fxULH10lK2azJ0B7aVkWXNYVH3/0MT7//DOaaUeC+sEHH+CTTz7Bj//4j7PrOr6jWkEzJfzq0g8dY6mzocRGnLeiPua4WrHysVwLjJI6kWAhAdFQAWl5jyMGCMTDKAIM+dZFpqli63x2etfR2FNQ2LyrlVIoHYrzfeT3dja7xCxxsoEQeSzf4XjXqlYlSPS5f2Z1SNiE5y8moHU/DWR2hCBfZQYYonvQZBOCXKCzA0vAYWYMvQdV3cf0zCrMyAvLHO4CShSeE/6mbQJfmIkBsgmw8mGj5APuQ5qtCehmqdJObE9LEX5S07TcUFeYDigFBWVjxQyDejY3pFdTdm8bJjgSC8qDWxKAYVyMkJfYFPUf0h1AzxoTaGawii808JnLmd+MZafJrAJxPQdLqKL5X7x4gb/4b9/G//Hv/z1+7/d+H2aGX//1f4Vf+p9+Ee+990Ws64r7+3us68LDZ45HDHIlnoE6u4paE4G0TzmOjn0/WA4c2aTjBH3gz3W61IuuHyMMam/bE16/fsDT4yO2bcO27+hH/GewITRLPhTAwgy9H50HbRxM83+PZ3T0jm3fmGR8fsIYDDIszTssbUq0idQZZwIvZF0cypwt16CCAuC4rFfc37/Aq7fexttvv4XLNWQCf/zHf4yPPwlvyf/0n/4Qb7/9Ft577z1s2xas27KiXVZcr1dc1yuWpXJKSRhzT3uJyTzUyuao2tCWNWcbG41piVbi3y10cKXMmeyZaECddiwt89BJmcWYz4w3i2N0AkeyEJSj9DEwjp3AcbL+Yncs46gYDWS2va4ralkzoWUMywMgx4OdmI8xHLvHHG3FqVqU2DlgoVOKOygZJ8Tod0oIwraE3pxQ0w2fe20YY4/YsCwYIyxeQPZDCU4R0OxMnM3gtbJ7f1B7GqL8WHt6h/G+Cjslj0OmzXHpKZPxSHhxio3n/4zYVcKei+x3vLMVIihE7kRyYAn844BqKVepVd/jlAmIcREbjlwz8eEjJSbaI/p9NcOYmvlYPQgJgg71yjU/p02lTGrmBoDejRn8EFPTsrT8+PCAbbvhSv/WWis0ehOna+5Hh0HSocmsKDnN5iRqAGVaLnnB6LMjtbUGG9LonRhTAzxHgSL/HpBM6Xl3q/N7RDT040Dfo5JRW0sGfYxOZp9egcvCZ8sRnS6ro+e6yEkAnVm+aU4ezSgL17Llc055FwFhMLD1BKSnLdNcj89LrAByrbkX2BJrPuZCFxbldL57JoEGww/ffx/v//D9rHhstw3f+fZf4Nvf+hZ++us/jcsldJC3bUvZlNadmoFkYxO3beEnCjkl6B6iihW2bxNQanOdl+HEWIMSvM6mGpJApaSnpvM5aw1WMxgbGgGQaY/zUGe7CAMzuaxMfayMwMdwLAsroCdMBszm1pABHPmeoL15Or+EPSaAdSYBca5HNQdTy3WMOMzVSSdfsHH6wAAxPISSIZsbLajjyHQiy55zYtvSCC5ZJuhAadr4ANI2JJBvBxs8TloqPVwJbd1YKk8BMxlPlxXBqcPLeLyPAGpAdD4LjFYucgVBPVyDIT2ySg2dps+fiesp2WmmQDoSCGrD8GdpWyJ2YndqZ06s0Pn7wxGf916CBp+ebdKHURN3Kp8DMdXC3XG3rnjx4gVev/4cf/AHv4/f+/3fxfVyxW/8L7+JX/u1f4GvfPVLMDNs24bj6Ni2PXWdGpUmh/9gWuIaBKrz2jF1gMlkMEAWZlfBE7D55wS2q3GEGTr2vWPfdhx9i4kmnWXg0+bPAATPpgB1aAmMdnadL8uCpbXQNQ7H6LKaOHAcg9qxYOMOzgF/enrCftsmi5fBI6a29GPE9e0H+jGwH6G30UF89AOPTzfctgOfv36D999/H2aG690Fj4+P+Kmv/xT2fcflcsF//s//OTqAnx4BgigjEFxqgcY/6Y82PbhDzYBlabje3WFdFlyuLyZLugSYLFVSDDXqtDy4dUis60IheOO4skoQNQ/41ha0ZYG8IsPMu2CxSpNiZuUuS4kDY0gSGGxCfK7ghwTgnUwpmXtnWLCzNjjijpbAGOGHuXcZyYddiwKfgKneG7zBjGbXZYZ+yS4qBpZWYTanQEDpwwjT3ej0bYwlg8VZ0DS+oDg931rD8NBbO9dX5Uxq+TDK888tyudungdxIaNUm0Hay0iYAiho3OE5qR7dgWrPmvvcY6Y0yiwJ41Q+U+wxi4kcy7LG3i+SVMT7kPQmJUGp2Rvoh7MbW/rXzlK2Ev34RjGVIRdpMTJSCTT3dmEcdSYrZvqMYFN2dxTqLa21YOfcaf4dpVs1+qEULNc7XO7uw+u01ow9sa87bX8iKQY7ogFEc9VpHnqBYe8H//uS5w5TJBzbHk4J9Q4xuQMB9F3yDN2TStGF55gAtjOpcu7q0Lp7D7usKAD39FJMh4L9Boea4Mj2UQ617zv24Xi63XB7usF9pDxnAkgSJG0mkbkrjIVWYoTpyECjfiWlBB52Ogv0c/osgUFVRNJb0ASm5fEpEmKWlJdlwXW94NPPPsV/+bM/xXf/8q9x7AeA2Pc/+P738Zf/7S/x/g9+gPfe+xIu6wXb7cYkI+K61tc/dmaIy3cmj3DNpJ/jiM09PytC0Knq4g5YwbAa78oFzGb1EOgcpBA7Ifwj5/2J4XZ3HD3cMKSnlm1XYJue2OP8nvzZPmGSNdKBl8//5GxAMH+WB/iZpcyK0o+sCJJmTZmP017FyBAWK7DGi8JzTVuyBMVy6sJ+7PBjzIBvM1MKO4sQJc+sVAfCibXLk4IX7ycd1OkOxhk4iA0cUw84WT//x7+rctKYTTyZfZ1exnwxbIShF6SNWWw4v7ypfQJZrzjgNL5IjEkysC4tWgQeg2Umoc8DpviVaBaMcHmfAwjheh6Ulof50SN4Lq3hxYt7uA/88f/7x/h//uiP0GrDb/3Wb+Ff/avfwBfefRfbccPj42MEmoNaKi1Qw7Q8wWRlFwnZBZZ9zirnIuAipt7QgGdjjCLMp7ajtTUBBcyiTOkVF79mMA2OQ4HWIKYNhSuNB7sYZXXar+uKdVny0qRDk5RCjSpgNq1JI8ceonduKW4kS/uhPo6c56uORYMlYN1uMcpP2b42+LI0lNIgS5zPP/8cn336KZ6eHrGxyaH7kYFApXvwMNlowZSTYVyB/JNoDBtI1vdcvg5Pw5BT1FqeTU1prWFtC9mMmkDxmZ50WbDwZ2Tf1GrDsi5Y1hVLqwSWDa2uGfRC1lFQWsG6LrhcLrhcVlwuK5blQpuc8AGsdeFElZbWJnFvBDcEwAqmes9dI8bIIB17vIN923Dbn7DtG44jGi6yTCkLLI/SmRk4051rdMwyWx9h7aJ4lguS+1Vzj/NaS8217wQZSsAkvcgI4wJVk/nN9c797O647QEyNQNcunHFozhcCisDsfbjoIzGNs2r14XrkAh9cFgIXa7XNLbuwwFKTgyY3+fI95IuET5F/nOEmcT50/UiAHR9dv1naVFsspETMZ41wll0lRosm+wyeef+9DFwjADql3WF1YoLTaNbrdH4cCDA4xHWYi2b/PjuwPGfYtAd9BZEygIUgwLpFHYldyZrPGvoQXjsGxzqcGUyYv7snFT8VIOoicV2j2onOGFpRIl3EBy7h0atwPNdAtQY+x49A72H04QPDI/JTpJs1GqRpJaawwYUr4Gp2dS5OUf/1SQozgTKs0Qgz1/n8Wqnz5x6dK3dMc4jcD1B3PVyRW0Lvv+97+Pb3/oWvv+97+V1DB94fHrC3/33v8N3/+q7eOfdd7FQUjSn9ABZaSkB0sIkm7Gd4KnzDHArJzwx8hzTninmsGLoR6zxYkyMeD0GSh0yxmjXCSjyHDmVqAHD0WMaVFQ9zuzvc1IprkPPLoYOqGlVVRMAMVb1REgBMbxEPgQ6EOd87slGBwMbZXE9w2WJtd+E4Nzjh2qJAJ83yiCh2zb9E1EEcoqHS/8nwaZMkSlNNcuDNSxAwqewh0IYKPQvg6NajYyZkCre5bmcfA4wyJsaPa4tZFOzY+68OPvp7zKjkZZi3vTz+wfo4yb9zYnmFwAealmf16OsyZ7pDWY2doyRQDnsfGbJ7cwkCE9rEkcIwD1NRue1RqPG6AQJBH9RpjF897t/if/rP/5H/OD9H+BXfvlX8Bu/8b9Sy/iIh6c3aYcCC083S2DScVAW0d2ezTqNLVUDaCK6YoPFRf7ucGTnMHybgPtZQAHMtsyAs2TP4GnKjmDT96yUOVe90DahzGDUOQ7MwQkrreV3q2RwlizE21Hg4JprFbWEtiYE487pSQz2UDIiSt/QypKJQTaDcL3mhBWLMrGxM70fR5TkkzlzDNfc5yivoQe3cRxxkI8+cOw7tv0IDd9w7GzOOZ52PD494un2iH078PT4hH2/BZN62yGmBLxrMOHRXt8pC3i2f4Ds3juOsB+RT+Jt37gWZyCsZQmQxfGASyloCzvpV5bhr1dcLne4rBdcrgv/+wWXdY1ue5p9C8Dq32MyjfGdkxGqlbOPF9SiMYzBur68vATg2I4d223D0+Mj9XDR4ax1KH3pJEpYdSgGdGl4u/Ii6poiKmq0X8YLPttaCoZAZA1WNuI6gQhBlRHYDZHneag41JhQSkUL+WC8F3/OGBajFrpon8wDIkZTNspLZlJ9NjkuFtN57OA7ZwyD1q9P+Y5i2Zm1UTxTA5SROBgU+8r74DlLOvIz5JoFxlrpa7UGJTUyC5BrQF5DrRVVvraMoeu6xHtgDC2VTSmi0PgOWomxffFcOjSO0zllKBIGS+AIOBPHkGC4QKtHbJGmV1Is57kFxhnJSkJf6RMs8UGqybMPJRhTKrL3ju3oMAyy/Zcsqco6TcejpDWtNXirUP4ZZxBZ7yaQirTgkvRiJjGW6zq1zozfOqTO7hbpcFLkXCKfVMv710CC3gdjO9d9HzAb2S1clxV3d3fYth1/+id/ir/6y+9i28MAX7Zj7gPf+/738O3vfAv//Gd/NrXn84wPiZhTAicwdE78HEzeUIAewwDInkDexKCcpGbiOAkSEUOdJJGeV2HFdahJkIlj7yNJi2Jz8hTgyQrHOXZAfYiargcmSALjcZ7w2fPskTzkTJzBw8nB8r1N0D6BKN+dWTT+WDQ9WingFIQYOThLshRkm1hGABgxemdMoMZnhOI+O5ZZ/nP4s8NbKFe+VaI/ixm6DhnMOZyA0aOQAZEBGWWCvUGNFXPq1HAEMv/HTGCCRFJbqSvpzAySuuUC8p6lYH4KA/e0U8lHwaw0p7D4XJBJEivDICCZs6nj55RJq7wqix6L1YaDzFOUwx1nR35pb+AIbeGhLjeySKXi/nqHY9vxp3/6X/Dt7/xXvHz5Ej/3cz+H9957Dw8PD3jz8BDWJxyUfrlecX+9zqylFMAjgzr2I7uEp56JTAeAda0x+ul2w7btYe3jjuv1ivUSepkQ+hskYO5kKpoMHw3ZWRl70FliiA2673Fd1+sVADvjWR44d1n3Y+DpdsMxBl7ev0Bflyh7n9jUAAohiQ4zZ3aIV7EX8TM+OpZlxbbteLptYYbsNoE/n8FkR2YA93xGnuOipGUCwBne8TvRkHGJA4qH4coObnisnX3fsdNOJjRvEjtTd1xkyaDDgN9NsOlkiK3MRMbjwwlyQ0cVM92Z0ZqSK0ffO263DU+3Rzw+PeHjDz/GBx9+hIeHBzw8fI6Hhze4bRv6EWVV344Q1teYuHD0jqfHJ3z26ae5L+W+ID3b4QGKY+qHs+eOOsY+gXopAbzXFk1Ml+sd7u9e4tXLl3j33S/gi1/8Ar76la/iy1/5It5++23c37/AyxcvcFkXvHnzgNu2kXWwBIiaV67ZtVY477lesI8djgARMaFGzRYTNMAcxkwrRvIx9g0APudya08bEVctAXT6EQdKHDTBSKtSUks0LfD4iKScprweEYpd+qzm2ASHwYQtvLcJOHW4977BEdNTgMmA1lpQfEnt6myinI0syeAaMoGwU/y1fjrMEBZqXSbGCTyl5xIzieeOBgke1VQVaxE2Kw2tVvR94xlv9J0NSUDqUE+l1lYrx6fNdeg+UBvIajeCTHXaNsBqjG/sMatabL6VOitKY2rMIuEpMxEoUXpdasN29EywdQbJFSBC4WCnN2UZx0wmwq6MMiJ3NitODahKycWAXgv2UkAxZOyr4bi0FcZWh53J31KWBD6TgZJe+NRxLQudrAiUfL8wTXYzrq1gwSq9XUutkENJ3E9NIiFi5SyDr+sFtTZ8/x/+Hn/0R/8JH3z4Pr70pS+h9wMffvAh3B1vvfUW+nHgb/76b/D+D3+Ir3zlq2QcudfyHK7RgX+MZ1o/RzRwHZ3yBVNpNyRvx7HDx8DS1iBniuVwE7eCYYFG4IFlnLF1gjauLQJ5MktJKnSXTlUjVmf5/9xg1BrZ5EOsopqi5AJSGK/Z7GN4bjdGrKxGYd4Bzwsk5hhs6CkiwRil9P/aRKxxQwILXY0r581v53o4M6GjY5g6sRUCZxZ4/kcNBWUCci7wMrWTRlRdotSh7BaiascMhOaG/YjDEKAomWsvGl4aF+IEx/LV6n1ntjCBZrID7qQfT4wfry+Nh0Gn+KKOTWQAlXBd19lSV0QdIzvGy0x4TqCa2Z8hu7/7CSiKycrAYJE9xdSQHccx0OqClZNAaim4Xq94eHiNjz/6GNu24Vd+5Vfw8z//C6i14uHxEfu2o3vPzs0XL16gtcbOVsuOR7OSXm4Dc/SWEwSL+QHCzDk8tliCenrkxAZ1cx4wi3Ln6EwsyDQc3qOEPzwDTegmg6EdPfSyd/d3aLXh9es3+Oz1Ddu2pUFsrRXRMbzD2alaa+hTHz57w8+OZ7OuK7Z9w2effYoxHC/uX+DuLkbOHf3A7bax5L/h6bbh6CP8EUvJ+oUzGJcSIxajSkE7izG7YW+c5KKga8XQtj0Z5pg7Gw1pYlM1vUfjno4ec5d7TuTAPDxtdnbGno3DTLqncmH5xE5diyo/cZG1prFmS/57rlFzaLrOcWzofWC7bcF6joHRozQf+zLmqg53rGvoJ6939zkycNs2PD484uHhEbftxoamjtE7Xj8+4KOPPsJnn36Cx4cnPD1tcJoePzw+xHzt2w3bvqFvHfttw+evY69Hc0TNbvfWKq7XFV/4whfwz/7Zz+JXf/Ub+Jmf+Wlcr1d8/MknePP4iNRL4HliF0DIOVqu5XM7N/IMdTdDcQIB4iFWQKW3AGPmM7mrmioxovLhFLrPIVBPAAAgAElEQVTvR9iEyatRZTKN/ZI5dWh+La9X7KC8CyVB0D8wmoR7BLaU7YBlsd5h1mZCKkANTBaNYGAo5vNaVOrVGaKzQvcuH03plFOyw3tWhzzYsV4xNdyZHWOeM1HWOwJccnrSKCV16+Bh16rme3f0LWQl0bgifTa7r7ctRx5KcjOGZ+yPxILm/dv2rGzr8BwpmpWuWicJYDOOWY0KiJlhe3jEw8NDVo5KKah3JVwS+sjzTnKxQZsv6Aw8kR5iEvOcPOnXkOwUK3Mkbyp1smNE4+AEu2cN9ZlEwVwz+m7GMV1Hlqjz++n+0A8ABW3h6LoB9K79JKnXyYSdcpTaKh4e3uDb3/kWXr95g1/6pV/G17/+dXz/e9/DH/zBH6DWin/xa7+G49jx/g/fx3/91rdwd3+H+/v7vN4A4XOW/Lw1VkX9FAcRADMkS851toWHaRnow4KRtJpWgkWMbRcjX5JoyzKxWe6BICSAy2Wuj2AfB4CpDa1Vc7Y9z+CQRR3cc/UUj6bsboI8z/enCvAYnjGNEttoJOV1G+8fp1+PuDdxTJMpqpEJg6wqMvc/fzkPSqduTdmF06izFFQEoCoEpEGKlLTVMYAsZTSEpGAzcv7JUHqUQcPpneBvhBC1cqE5QqtRRzAm0u8YYtC8tICjx/DyUshSqjRQuDgz5yc7AwqC+eJjLuV5E4hdFG08f38Yr82lG9OEBS3O/iywxL47WXaQ9VAHYeVzxfBnsyfBqy5gUxOBSKsN18uK6+WCbdsQ3ZEV7h2fff45Rge++tUfw1e++hVsT2GJsx8HakHMumY36+12w+vXD4AHs+ceGalYPRc7rBON/yFtXyxsZphtSVY3S13FsK5RRtz3AFO1RvDAEWyTsqksw9EDER7PtS0tNy+V8czKDwDBJF7Wdb5bD+3b69dvUKzg7u7Kkv7BDFz1SSdgq0ALENz3Dgyg7/HZ1iwtFM42GUd3lNJQW5T0H55ugMU86nVZYLaTMQ/AtyyhD+zUlY7BLJH2CQfHvF0uK2otOWUj9Jc9A4sO7nVdY8Semv/IEEgiErOka0pMjEnHPgKsw8MMWcEoPEqRB1cky2IW9LzifdR2QbH7ZD0ECDT+q7YSTTUEA/cvXuDly1fY9tD1HLQDaTVE8vtBkM2AXGsE3tu+4dgP7KfDO1i8YML77ti2Ha8fXuP1Z59FF+b77+Ov/+qv8T/++9/hv/3Ft/G//dt/i1/5n38ZX/ziO7APHY9PTwme41l1vqOp4XLsybCpgtL7hq6AW2qy0AIu0Zw3J/WMzgOVyWHaX1iAqcNlmTJSay6z7CyHjoGD+y7K4AE8fRwBahywozOp0OSnSL7TMsWjSc3E7iNiXLxbgTOxXk4GTc07nCg1oJWRB1OsRed9n9h26rRkWB5JrSczEnImQGSMknjwjAlmPFwT3J3PaeSzdk626b4TgMcZE2dNfOjoYkcpKyIDVVBhFm0Ejuh2L0UkwQAwrbYMSPAm0Bu3NLW8LLqnRvA4YpRllbyCP3vQKqjTHsbMYDXOzEPsrg5/JTX9QN/3mMxTK0prkE5Szg8TKOmciHNhWTzfiUBn0ezqo6dO2I4jpSGWz8uTLc9nQRDRvcN8JlJT7xhgxl1m5admj9gNgDmssAyKkbFlJqsA/MC+PWHbd/z8L/4ifvUb38BXvvxl/N7v/R6++V++iXfefge/+Zu/ibY0/N+/+7uRcH72Ga7XC8SkiTzSvViJ/RDrCumxGvc0nV4CZcRI3tbi/ahTyEwAEc/6MVxYQywWgtwxYSJK1yRb0fkRf3b0PvslNBBBf6Z7hNwPTpW7rveEZyyqrHnAGN49bAZzFnypgDV4mWe55GADAo36jIgJJzseFwGXG8T5sFPXxyAQvxwPQ4G0loI1ReVGCxgT8ZzZa5B5/iyDBjANthE3miid4nVzAj7yoAFAgsav7JRLQOVcEFz0sqOB6btHdB/mfbJUItbBCrTrs4xyYk4FFuOvlQUzvJWSHViTofX8bP16ZXl6YKQPphVDDP4hwLQJeODOLkVkhp/lw2eC5cLmhQrsAVhh0V395s1rjHHg1auXePniBT54eMqmjuV6xf16QVkalrbi4SH8G5dWsV6WzBpLCcB29IHb0w3HvqV59r4fDEyxoVRmMoGV1vSkU6vmzzYDWThDNhFMUNZRqJ+spYUeCWQdfqTUk92SYl3U3MBO6NFHTLwhg3y7UdTeVrSlYlnaaW17lg6WZYnvHNM2Ye8dFx0oWRJ22HbgzZvXeHh6wvV6h7devcJlveDh9RuM0bPEJFbs2MNfsHA0YOi0HIWDvlOHtsf+qKWFuTeZEJW+pZ8dHGMlgXWw7HHdy7JiTvSIUv927LQkEdhBrjWDkic5F5wCkQf0Od+PieEkuzWoD+v09ITF9CIzhlSnp+r2hMt6QXvxApfrBS+XV6jUgcWcbwJS7yzVTI2vE4gHEzqwbzseH9/g8fEBH3/0Ed7/4Q/x/vs/wF999y/xJ3/yJ/j89Wts+4Zf/5f/Em+//TaGOx4eHn9EUkM2hQfA6HO+dyeTeBw79ZbSNhLcQbYbXNBm0MhCYCZ/6n4cErgzdqryUJhwBxvvbOqiYP6kRdcBILDg3k+8Cq/BJ5gvRcBCMgW976kjV/GbXwAxGiUZDc+4OBNagwiDGTN1zxEH0nZGMTNBlSCknhdSmgMCsmDTesbEfN5c9z5AZibcNdR5XDjt5vnMbAEgdpP7isbEWBKD4Bamri+rZyQmYkIHnw2Zfw8/FqgEGQ2S0ahgBLE7O7DNCP49nkfs1wCs1cRGxeeWAtS6oNZxWqPzjAmQW3LNanlEg4PBbEqeGn1npwbRKUPa2VEcHrUmWxkQQLLULTu5JA+qKpHPr0sv38yi+W0J3bMP2fOwQqB7VQTqR66l22bYjgPvvPsuvva1r+EXfuEXwgCeTaO1VvzYj/0Y/snX/gk++fQTfPjRx4yBXflavjswoXOCuDzHhX9srgkrBvOCKLvPYSjR+PZ8H2dlQbt+DK7jKc/gj0KDTwRMJT07VxaVCDwD2qfnmvKAOv83xUIBZciKb0Rccky7sBnBkQxzXHcPP+7h1HHajAmJjxzNAVo1qDA9H/IAF6MJKALwmQ2M4Ti8o3Lma+QMsdkLYjEGaFRwIaOYiz0WuRNIKrvSxBjRvVZkDcSM2eNhFL14Avuk+y3EuG70Csz7YTAhGIzANHKjeeb/8W/nLu1zhnXOuAQkz4ya/s4M0wdJn1EiABTqbcRa6ZkowYwLpHZSQmMFzxQe27NNkQypuu0gPVsAx9t2w/AwNl6WJS1j+gjANxwoIwDWvgdjCI1VShAzD/qnpxu22xPu74F1vTDjYemoBrsk4FsM1LU4DAfXxMDOMVma3ese37OuCwDL6zx3ZBoBQpg1HyetSs1N5w4ce5RHjn4kM2EwXC/3WJboNE1hOoDWFlzJ7PURNi9hTVXQ2sJrQnSZ7tEUsvVISpqAg4UP2Pb4iMfHJ/Q+sLQFd5drXnM2j1SaKbMrW8EsrRAKkkV3hDY0xkHGCLBaWwrL47OiNIYFONAJQGI6TqwNfUe842MEm3kcYScUpfIGNWIkse5nAKWgFDF4NmAQ3FuABpW44z6ipL5vAbRRCoY857xjP6iZfHpCvxsxVg2Ox6dHFGunvRbr5OgBco+j5+SbWuZBGGSNo4xIBr705S/ji++9h5/5mZ/Gz/z01/HNb34Tf/bnf47/8Nv/AdfLFd/4xjfw8sUL9OPAbdvDQD/n8QLRaxL6ZN1fgOt490EeCtQMnt1OwBCAhVEg3qSYHViCXW3kPNwsAJXZTIB1EEsmVCysjrTmAzAx0Tp1A8NUHTpP7pIu1skwgOCiQJN+BFjiWgbMS46oH9RozsNeUif66iq5MKbwhuzgn9Iggeqpk+Sv5AE6WUhprfhZNj11o0zKe/A41MMP0HJE47IsqGuDjsz0tyNbUoph4bpTM0McyvzH/Znrhbr9g4QY/N91LggECfRG7Is58HNsYsSciEEdHciEmYf5yVMyKwXXBa1VHMfOGcwy65enLxNJGCpO3f3HtNFJKQ+fg3uUr/ctZF/Faphj80xLRw0CR9NLOicKLvDCLm+Wv2e8O5c6ucQRljTSTxqClXMmafD4nX2PMup7772HF3f3WGrDp599is8//xzbbcPnn32Gp6cnvPXWW/j617+OV2+/jfsXL6gpZgKk6T8Zw7QfLc+GTMjOWk1garATzwi3IBMgndklZ9jH7zntx4hW4n9LwidYwmEDXpDYBphemJkUABMrAFmpraczbyZEAuXUw3qZCShjlLCTEi8zYje+HOJrVLDhj++ncL82lfZqrUBSyLEJIJGoPPw8OnzCGqUI1CagPOLuUEudcYMXUSwMMKMETUsL07eB6DsuejAIyXNON23VMI7oVNXGKrWwxDcp9KH3qFMS7HztWuQzCzr/ezbRwJPBUlCXFQgxXq4USmLzsIePH/n8WCAGHkAsecs+SAxHsdA+DmrnrE7bI425E0N5jBFj+9htGx3owXYWC/3gbggtZY2s3g/HfjtCH0g7k0H9Hdxw9B3bfoOZ4Xp3j2M/YDWsVc5BPaYWcFoJBrZjx3VceL8KHFEGCv2iWKpTUOBmVolGtLpKlpfrishElXEZ1iMaVhTkxgjPvn0LFktCaENFH9w8NE4O77K4j1qjRK01MXyQyTLUprI+15gZSm15cIsBN1SUHtnctu/hl3g5dcH5wH7E81sXTj4h86dgPY3oPYFz/L7jdnvC09MTAX7LwzP8NTeU2rAuK9yA45jJUq0Fl+uFgPoNjn2PCRqFLKp7WobcbtFhfWYgWmupndP1pabXmAXbtE8BjHYoyrAdo8gceCZWtQVbePRgCq0Ee15aQwdwu+14fLwF47EEe3x7Aucls6yeJRng4fGJCYNsaSrWBWl5BFgK4lUebM1w/+IF/vnP/Ty++mM/htoavvWtb+H//J3fwXtf/CJ+4id/Evf3L9D759j3SBgieAtkGNwaxj5tmzJeOvVb5hgoKKogOLXWtcA1x7Z7DlowAK2xHCUG/ejZFFZqHPCDDBYKGweLo7HLUaAeXKNBDpTUw7mN9OdLnTCQzA4IkF2zkbMhB2lVFJ2VJXGC2JFCLaAOGZEQxxYNK7XxsDxJQJQTx++oTK8GI2rrTNphOgrAyHSJTTwl8QS7c6rXgDeVbGOdx56Layk6b07nwPPngbym+T8HE2TDkObdNZJjP83STptlgrzYN/GPcR1mIyXjerWChSVLK4a2hNFJWFEtPG8jGanULLMiHcM5/Llf4gkXcW/XeJaSNtB5oLRg6yKeHnCP5JrdVwCiKjcIhjp11SE/WvM9zDgaDF/vKrH+SCWsSDeKfI+Suoj7ycSojxj7p/fMa3j16lVMgioF223Dm4c32I4ND48F27ZhbQ3vvvMOm2nq1Cq7xzMU6VPiTdlIpJD/x51OVrCy83kHEDHRHAEgT8mN1mBMb+PEMPb3DisB4GHZQKvxfrE2hJ+QWubO/T8TSmdFYOT5mmtaz1QJnCGleLG+Rb7F/q1d+10WgGdfRybGTJzgApbCOIBkg016NLGIFhEjy8xJQipTHU4T1HZ62XGzvYemREJ8H87mjdONkdmcI3BOGQAjyjFGCKMt0D0Bey6yyGwibktnIqHo/DgukniVmbHq7+cLN4hOdvecC6s/Z/1BOriPU8dgRYjT/ZyNnoTUXT8LpsfzmQEjptCUOc3ATQFZnXkUwIqSRviYpWB9nGYGcwuM0bHvrj3Kexs5ycWgDD7KXaMEhS37ldrClPeyXtHakuWtWkIwrPBfq3o7ZZOx5KKWl5XM4uPZ7pmRxobxLH9qNFowcQI5HT4aaqu43l0yCwyvyR2UdkWmWqTLZSCESm4ToE7jV2Dbdzzdbhij47quybDU1rDvG47es5xTORVBzUIBKKJsvrHsvXA0Ye8dj7cNgKdIvx8HHh8eUtt3uVxohk9GDsD1eglvsdHx5s0bPDw+4q1Xr6jlXGgmfcNt2+HjRqDZuO4bD/JYF9u2483rNzj6gZccubgsjSV9WTVF525rlb6KcRhs2wY/Nlwu17AD6UeyC5FUBTDctg1mMTvWHGRCoxnLACZFYjhiio0vYqsPbGQN4VFWPo6DFj+D69CwbTuWhaB2qbheLrAS13i77XB2fQPAqINND7HWbpxje7msKKXi6HGQrW3Fl770Zfzr3/rX2Pcdf/bnf47f+Z3fwb/73/8d3n77HTw8POZzyRnZXHejz5GjEWQj6B7PkkzLdwruszm3nNYyULl3lp1Kmbql4U7tExm6LnNsByhxkUfcQSsPswBXKotmzBITActZ17NzXHGN7EvGSDGYMwkQ1SjGUh6FZ+cF3eu+77FH2npiO/meVMJlnFXDTlQMSp4r3c9giM4XqbN6bqcyEIdp5yzH4pR15Lkgb0NeP+Pv2fqM/OckHJJVen6GwXWAWq6NWmcCMcvfPPSLJCQxCeTMGMXRE1UVEzlSCq2Wpn/eCW9B51erLfxcjyOTzjOQEAPt7pz+5bhcLhCbpaTDZf+VGtSSmjnDrHLt+46np0fGw4VrzDMLcO+ZlIQnK7vwT4AEOiMtyp47deWNHf/FAlyp2iKGLuakW8ZisxIa/M9fh2vDModInGVJYkiHkpwiH81A3oXxbag7nEmZlWm276NTphQx1BB/Hzin4uzRqHekKqckDubPeyOe2QHZWWrw3OVATTGRtOYCADB/J6U6J7Iq/ntogBuvMcDfbPhLtD4/lFJAz+peNukKCzpjkBma2IZ8qJCWBGx/9rBSYL182+ScH4t79BjVVAppTbADkBm/p9ufYVh048oTqagzVVQsl2tohwLMtvRYi2urVuDqQC1hO9FaDaDAdRzs5gxy8UA58eTEsBgQ+iIbP/Kzsxyvf686odxRUQLIF/5+ztwks1jCFFmljVoq6KUOCW9DFG4oo8d0AP7vzpdkzMqGPV9cxgDm7tEJeBzB9LLbsuUoPIsOwUKzZB/Y91tYfGgeKoIRqRlsppXM5RKBqViMAdyPHdfr1BzWQFm443inuSlj0Zau0BPXAYxnZaqlNFyWC45Cs3HKGdb1guv1wg3fswtegTEsh6JJx2qLznSC4cjUWSoozLLQQhMFlbINR3/Cdmy4bTcG6JhHa8bOa19Qy05bE7HCBvcoexWaBV8v1+ikZJl0sBu0ONCsTDuIfcfD6zdYVwZTpvoZKFrLQH4c7Jj20PKF4S9gQaaglhaZKuUCKU8gKImS7w0HJ160NkdzQoHY4uC6XFb6HEa3sOygNGZOmp1GsKtAdRyGUnrumc5SWaUNTMhewqtQCVsfDgxL4J1gwENfdoFABPD4+MjyUMe2x5Qe94F333kXL1++iMarPhuD5nWF5GICHjXfhW7sdrvhc3cAr/C1n/gJfO1rP4E//MM/wJ9968/wbz79N/jyl7+CZam43RRzOOO1x3Pbjy1K7VAMWXguGjQrXoxsJIWeTU7Tk9HSbLkks9UJbON5ZmMCmcOUagCoHrG2WE0dufbGtAWacUyzogOUsFz8I2xbgi4UHsw1D5LssvKIWRL5ZNJjzzVXAZJ3LE2zqlmCFLvoBmoBoClSMEdrKwFeyFnCqsThCOZ/dHW6Iw5+sq9FwKRYJrzrEh3Le9lj7Cb1zNst3AyWdQ1mTzGLTI+qIZFkCjRNLWRrDe41m5eGEnumCYOHcqz5Wb4FQEcIcZ04HcolGS7FfSDsX+LzCmpb8nTsRw8fWTcMP+Ae52w76Wzne52j6KwULPX8Xa72AfQCWKvwa7yDu3WJsxUOjEjoMAaW1rASFCb7BaQ1FCpgCJP1Vko0ZhCECsSnMX3XfTiMlY54No5wo+A5B1bTUKLkGn+NPthdzmZd6LeZEERJnWtT/pwERWAnN/PhWD+k1LzEmgwA22EFWKnfLsVCu8pmsriWlsRM/LykJWzkRSUmkuYRLIlrH50StO4zMcEkxTQrXeAYQFQEiz3HbmYZt40Jm6wMh0nqIQnKnN426KDDxUv8x+ZAeLhABNuEONULWqMpcmaS/GV1GeWYqQx+/ZmQGfx6bgfh4wQ6nW3nKgEzos3syGa2O4PdROCjCBj76UFSfM97EYM3Uo8ZbGL3zukgJcsq8+ACPe0mY3k2LT3bEaRuoA/0IxzdYzE4NVc9D+Yo56ntfR4WgxSyElH9y8FDQT5k3CJ8DoAbDxjdv/JOHtiOgaZsSs0gYDeUDs46tTiy8IiDAmRFwwhZh2GrQdGjd3RE1/G2H1gvVzRZSpjhcomu5GUJ3Y17BM9+0NcMhtMN5/sGgtm7XK+oKn8cFbUcOTlk4DgdUIPm7sjySa0NtQTj1t3Cl6sfCIPkACC1xOg8J+ug5puDs5MXsnFRkuV0AFgy19OSQ2sjnmMBO6drQRkRlJ5ut2TFjz7ZNwBk5waWRf5nMad3WUzxbh5ChSxeuaFYxb7tFNTHD6608WhNndKzwSyA52R8LtcrNVSnyQ994OnxKZqa2oLrdU1WodgcY1drTR1n7x2Xy+WkuQG1p/HujiM8BxeOYTvr4Aa7qiPmjNy7URYno9k5+137fgygDES61XF4WA/1Ht3E+94TYCmZeHq6JUtcmGgI2IQc4Ig9NBzLuuKdL3wBX/rSl/Dq1dt4/fkDHh9uUGPSIPuvWfPFaj5b2cbE8x7JxnOpQOU39xkbBZK749RVO9ktMXhhfAw0WwCUZ1N/ZJYs82s1LmpSCAutSvtj7bI7XSA8WVEmW+c4MpwmzCUYkjQrVkTi3tWYNEAG54q/J60w7W/mrF7F//j9Uix1drU1PPODZHWokBgY6NQu8jBmUlMk5nclhQXrwmYz6qKt0FKKjOK+7+jD0Zb5TgzIyo7ut5gmzMxzIUvZZBnPZybTjPj/E49DzPssjs/zTeAAiuP5PpRoxPNvy5qxS1IDgY4o7YenZ3oRm1ineY2ay6xu87CKEtHhbBqK91trRaspwNKDD1awheQFMPSOeUYRKBudRAqz+EjGeedsxsp9WYwJ6/QfhAOlxpkkb18zrWw9vzNR5oIduZafTYYDkkV1NfxplcUBSaAWNlIwWSmVTAbMNLyCeIfxS70es1Sc/w8pRWMC4ub0dYyP0JqqNSQ8SlJ32pGZhbwn4lA5rSn9rHM0tGzTarrWCM8IF8292fPsV7JiQA4nwWk9SheqWDLgJOU840yb1KY6JJVBKbc06rqQQf/sI6aNcw5wYuuAWAQozzfmWR+Ro+R8vnxgij9lNlt8oDvNohHdY/m9mGxhMUvKNangBKYO8BAYY8RUDx1yvJdJ+eP05+R9hFNmGpErtIWJiWPLPR9/CBzukDFnvMzQ4Miax+FZ5p+D2TEXpoA198zgpimlhD7GDKMEAJkjo05sBA9PbS4JgTOgo+QmG2OkTUR0xyIz32oxFimy8pZs47nJJK+SLEdl2TjiR2RAYhLFXCxtYUnYse230LnUygOXzU5iIRxwGgjPbuIYy9dLZ9dwPK/aGpZ1BYBn/lfLsuRIvKOz+7F7TrGQL5lsMrSkZep9yoEAxMSWapr53CCz20PNUSoX+FxHWncYSJnA5XLBq8s1hPo+yLxopKQMkSNgH8d0+xeLHgnPfO9qgLqsF4jRfHz9BsexY33nLciYeModmFVasJgPjw8wM86xXvN7Yu1Mmxljp+FsAOGBPMR22gRXLDu1pQZAYWNOaTK+N8aK8Axd12tYRi1rvPM+S4zq5t+2nRYbmAmghVREaz/+lJzY9IUvfBE//uNfw2effZZNRzUbDhj/akFpFe5RRoUZ5jQIz/t3B/oInzpLUGcnMOzQySUPtXzcZEKGq1NaHo0T7FV210uoPnokndMH9UD3HlZlFkkk+A4kup98heV1678JLEVpXHEh2IVshmSs0AcpMcoSO+P/uq5hg3OwYsCy6/CB4gMgWFCJ9uiKlSptUr9eChwlyQKdP6UtqCXWSCdwMTNgSAco3WWw2aGxjcS2IkY1RkidSfgYKrmH724tlT6lB4GWYyfTNMEZf/f0RGNdBqMc2r+I9aUGED53yOq9zLjJZ2kz8RAglwn0BEqGVhcCqUl+GIMS8UI8sxa2OrL7UgBTl7SebePEN3isrUjURzBXTMYFfACV8CdSjuXuUFke0Dx4y+cS/ohOO6GW8VTnf6GmvXCvqBKcZymfu8YGulleQT7TMRmyBFDqyTgBQtceP+tmCRyVnJsJafB3+Wyfc7v8jjIlF7on99Amx+/YPF+AiO00xtfZFCSD4WKGWj1jmTyjFTvPHdfu0aQMM9jw9P8shSVujFMccHRJSWqJzv2JGlmel6OCZ8yY3q9A9wPteclCXXwEXAJeCWIig1NZRB1WkZ2LBdDGHTM7EGHiU9sjGw9jI8P/X51f4EerqrAjGW603JmBGOYJctI+qISvZKe+CSVMZUWuC/yZMnaTED4yEjtnlxBwzoc179EMo0emJRYh8G6JkkpEhCjD8P7dPTsC9UKClPFclakmdAfG1JwockfVJw6hmA2LuQNznVPrMpALavhkRH0AS4nsX6yT8aUq87FR0BZHWwSQGegtzGxVEpnvLlgRLYDJhkSZrqDCR+jQpng5Nlk/OmdlD1yvVzbyDFqhzFFe1QaoJGHZ9ZKHkYDN8I4x6G9GoBkehwOtNNQas6uLh9wC5uhj5+EzpQoCPHGQRRBSENPhV0oAk9oavFbU4wjNoh8YKOhesZEt1dirc0l1P6J54nJBGlbrfisiyYiSXuyLbdvw8PAQ2kqyAGZz3m6M4zo4RnJHvw82V8+x1HhmAl7B4kVF4Xq9smS+sXkoRnvtx8GZvwbZ/MRBWBCNUWSATuUjY3lnMFons8L1PHzHvm/B9pXC7lODDwMQ1k8BPCLQ9oMOEAWojaxyk1ckpSynzFhdiq20zJ+VPNzf3+Odd97B69ev5++3loJxUMelDk8xrmYWRR5VP1qw2jFfPBjJqekiy1JRp+4AACAASURBVO/TPovBBODEH1WCNGINNg+8jM3QGozP3MeB7mw48z1M/EePhqpG0HhiYHRYeYTPdKlwi9O52gRUVEJhIJLS0NAeBLIBDgwnZw2aB+dEqzjfgoUyuhdEAOJhFMn+0XkW8CzROVBbxVIvJA4ibo1D1SOgrgsWegwCSsZ6JiiKlctSGYfj3mruEz4Jxn+dRbLqiX0ejW/7dkDNezobNQlGcctyTmLECiXySkQjuT+P4R3I+d5jnK6J7xcAqsFQYaXiGB392Lm+qeM3T9eKcdKuw07AGcgzVGMQXeeuOtG5NiYQqUnICDpIugL3bHQyybUgK7CRzyB00Eoo1ZErztZInhTRCSRVmBh7eabZjbDBcuugfrecSIsEGci4Eo8hgKIYtewed5Vi8Qztz6Q2wGrIOvh8j3AoCbBsCFkcS884lbzzHc7kT42xYk6Nx7tbOJ1oqlTf9+idYHIgwGpsVCsWTVMacSrCJmR9HYcamc/YwmdyI0ALALcj/G6tLOjecRyejZkC3jUfCLhfQ2fqMDbnnrQq+pLzgW+GZ4FH9iB9xGxcE6iCZXqgw4Er7PkfI3U8NINztrSn5hEqyZiswiB9ggmI+Inp9AlgTd2Bp6yr046luNGgZpaV80WXE3CWQNdk7zGePXgfwWCoCah3Gpg6gNEhB7VsrDkHpqrxhyE6dz4vlRcmUPUpEyBwlD6zUgf0/7H1pt11Hde16Kxm73069CBIsJVEUg3VtyYtybFlK5FHEid33JGRD3nvDf+63A95Tu4Yz4kdW7asvrUsiqIoNiIJsQNAAiC6c85uqup9WGtVbeg9JLBsATjn7L2rVq0115xzUUWLZPwZb3EbDQ4xsaPqmVXOPiV7CZ1qAEaUal1zBavi+0rSkYIdt/T9XpVXdNFX4Kqfn5kksYESjFoEA14+Pz07ERLIhBFRyJVs+KyQxl7JcxEkjDaUQlmWPK6ONq+Mr4ozjo2G+FlpTWOtxARcZruq1oEha5cqcCmEEpIY0b26gQLzOoOLY9uIp0fTbbLcJi6MrGuQCjUq+wMHVy3lOH3bjDiVVVXFCRJa85pUNbdcaM2QCpvuQ0BAp9NDAFB0Cgg3jtapRgg2GrwLoiCTdYpOBzkjloJMSvJFv4+YaMvcVY6WlPgbQT5drOQl1jRNg7IcI055yjIo9tHjWxwTUfFGy1vJq+ydougQwm5J7EUxSjiAvE5DQNUQjSCEAGNtbP2TR2nL0kJJ+48LU0FvuMAC007otZMSn1qDBiqAOxohJUSSePIRKvljUODkkZFLfq6S/Ma1hrTXE1Kk4VwdEdUA4pPu7fAgxVJex5I0yB5XVrhYCZmQeCSKZaFTAIDS6bMSRYS5phzytWonLfTBUsmb6EBGi+Kb1NyaDY8Vd4aEd6u0QpGTOMrYDE1d8aQmG3mVnU4XxlhyC8Deoj8VOSmm0hktyCrFKO8cGgTmaqe9r7jIVxDEWcF7Qan4d1j84kCzhWVCjc503I8Uj126J/wMBaBREIoFf35Fp5UmmXI6qxWiBY9jUVhqS/JrInWBUtxGPNtlalH7/G938AhFY8RZaYBRLfBdlOJIrgMCwkhsk8+kdLy/bVwjcGEla1o4pe3PSvcmxPeJCbGRVncLL2u/OFq0DKR1T7pnsZsSLYOKCzQKW/n1nCfQgrO26FzioeKzS11T5lDy54i5BAtK5KJVfAYpoSQdBaCyDDDkVkGUHhZ2KTHWb782cV4b5zjm06hWSthFsMuiT53OUdc6x2kqjqf4qVviLSMiKcTcT3IcpRRs+4PETSKISOAL5TaL0dK2CSQ44AxUeWopiWVHuxUtlWhK8aWipSDkIAbFAdYwkiE3PkRGX1ogPK1FrCLA1aq8diS5Kq7cnXANUiUj3/KMhcMkGFZqwaR7017MsZLgXFk2i4ZCzVCvNP4USCghi4Zak1wBKLpnPgYnSq4CuAoO4q3p471t/54OChZcTXLbUH4nth5DTE/gfQO2EYd4wbXbNYCCZV4gJUkKnu1IDDRc5eAD2d+IhYhRWQttNux3mKPILazNYrUq91DuX1lV9F03aKqSZjg7UWqn4kMJ11QlD0RJEuumgWd1prS6UuETqJ3nqQWQ53lE2JomcAvLxvvVNDVXjYYsVTRSEicJBPP1dJaR+EOlgNw2IIcESCVWLPRcfOPgmxrIGBkHVYpaEbKW2wx5lqUgA2o3QKXpL4KkKqVh2ajc8extJXxD/pwNj62jJMSSuMZYdHuCWqSWtjZkCl2WISafgtRYk5H1h6dZucQ3bPndtZLneGBxdCQU2MI4DevpgCR+mwU0mY+PRmOe0Q2+tg7IAqRtpyGedEDOE46cC6iqIZrGoZP1oJQUHSEWJTRxx8DY1rjQSKtJxV1sDcphs8eLkBJhsdGRexMLT+YfQrPZeZBimAVAHFP3+LIFqqy8KKblVPR838QCjWATRnsCHNLr0gdPyk9rLQtENJRvELxGkM6MRppqA/JqFF4hXQePWpVYK3GD95VjtAYh8DhMBRUInRKeVSzEYlxkjiW4FawCF3eEkttIT6F12+nmyGyO+/c3cXXpKq5evYqtrW24xuHA/v147LFHsbh4EBubm/j8809x88Z3UDAkpLQKP3jpDB55+FEy0G+aKDSTw15iT5q1HWSb0bQm3sfKaxZUUJyVmGOUhhMLlZASB2k3SxHMLEVet6a1NwSo4CKWObXyXjERi19UKPkQqG3ekGo7hMB7vGkV7SRq8owgg43ilEIrCUvnh6Cuqg1WcJEjiJdkXUES0MDJH1MoHP+KKOQFIQ7c3NWauYI+QJBQ/gQUnyhz59cObEEXaDpOFL+JVsLvifFap1bynnumAKUC02T4vmgNr4HgeK47f0m8Svmm2pMsOVaKKzC1SrOVnU6xJOU5KX8IAYQMAkCLa60CEHTgXCPw2RY4LhsAGpmm6Wg2szQZiBNMmlcS2BGBrQ19gxAUMk2FtEzpCvzeWWZi3kNCGYp1IuoLwaOpSrQHKdBHFv9Qn2JgACXOiuyjbHAOUEJoJXGA/CLBrCFWKO0vxTdLPgAlm2bPb8XF2Eoa6QeMGkXSahvxlFyntYBbf0p+VwkNkGsSVIx3Bln++LCnmokTD/j3oRNP0vmGCeI2viHdvMSvSYhkQrmkcpdqHaDM3MimUa17L6hJvEh5H6l+lQA1LGZMZboHJfB7Enze9FqxUDEmji1xESTQCQme9rH3IaraENJ1SoJGiaCl1iSjc2IJ8L1Hgj38RgWEykPrDq0rH1q8vIRyERcwR1E7jK3FcHcHzlXxczvHEDwnAOPxOCrtszynxJFna8t7O1Zhw/H0EmsA52GCSbN6HSVsVOEpFEWBPCswHO5iHMBEfEKNrDER8ZD7k2UZ8qIDDbGuoXnUVUWTXhJHNrkUaEFmDc2+llaOFmU9J2gpWaAbqQ23RFpCBrKLoopZazncEPmNVGESz8wymV1rgzwraN9oOrCE00XKbFmX9Do5o7ZVCPCNQ6PriCRKkkQkeea2uhBbwhpU6VI7JglhSGhgYhJMqCMnhNwiyxj9U9wGp4kftGbIuoOOQ6GTjMdjbG9vE2KcFfCNJxNxxy01BfT7XVhr0bgG49EYdVMjzwteqN+PaFS2x2IKhFRbbrVS0kzCJuHoKkatYsBQbcRYkBeH4BhZkC4E76WkgORWuidUh9A6LqJUSEm0IkcD8QkU1awxFnne4fFk1OqXdZvej/Y/WIyyp4jmCVYR5ZQkUTN67lNhGlWcCIzg0Fo1UHHf6Pi6tLbqWv7OYHXlLlZW72Bne5tQuabBYDDA8y+8gMWDi1heWcYH73+Ay1cuYzwawZoMp049juMnTiAA2NnexqWLl3D+/FdQ0KjrCt1eByePP0yFIU+TEsTPCoqkJAbJtKUWV11JK7EFSiAV8TL+0LuGHEPiDGHhWDOSGZMzA6sN8jxHt9MjKg27F5hYsFEbPwQWSXoX96Eg6lpmmbdQwBjLfcPm4wDA3pEIMb4TQinFZCrCfGgBB87FMzD4Fs85tLiDchbxWQHBaZkvyaSTWFgoLppCQOy+QYkYg8GkKILimKLBozE1t1EZuTep0xVae9PIGatUTHJpH8n5J/vKsAF/w+djwpeBFPcARBurmEgGfk1OUikxVgmMCUlQK3tGyQsooSMhicT4XA9ezM0ZYVUByijkxiCzOYzVkWtNz5C47po/o4bm+6QQTEIzndFwTsbPKh5xK2sYXLyBp/cwXVApGEMUF8hQA0k0W0k00M6xAsTdGC39Ai0IdvOXFxcuXnyAjJpRK8aDwgb23MT0jRRweHNKO8t7UhwL40FMsSkGE0wdeMFKopSSzFZSKCghCHWUFm3A9/mS/NyZPErv13CblngVThLAdpKm0tVJhQ1INccPzjte9PRzo8h+yLWyefp74jXF46kV3FNS2G6p8IZsB/VYyTM/yDl4RZ9Fxr3Ja8p7iFo0JluSeAcyzo4cQn7G1oqVBW9OTfw+oxllCQpVXaFuHCuxHZZXbuO7775jU3kLjeSAL6gItSstpqdncOTIMUxOTVD7N2zHRFEED3Vdkx1QnSZAWD4022tNLlXGbskBoZSKMD0l7gFGGfjGYeXuKgIC9i8cwGAwAAIwHldsMQXA2hiolaIWqbFZTBRDCMizHFrT521cHdeqrFtZh4I4ZY1FCEw65z0lNSuvWn6GFkoRsidJnhz2sp+KnEVAJgVS+Vs5zCivFNzax7WjFLhC5VUYXEzskz8nz8PlYkIbFVvzFGQ1VEgHD61R5obKoetljZLaXiTXcsArpVHkBYpOgbzoxGAtCINQD4ajISof0Ck60JY+T1XVUKA54EVhMRqXiMbkmYXRCpml+12xTZHELvAeEN9Wua+uISW4D4R+B3CVz0rUPfuVDxByZ/BonSGtL957ziEEA81Fp8SWqHgFiaFcu74OYIQBZMrrPSN5qvU7HPx1GqmXZguntljgFwzecys7UW8iR01rLl7bMUmoO/x8OaGVFp/SAQakPJXizDUNynEZRXiO7WN6vT4CNO7cWcZnf/4Et2/fhnc0bWj/wn4cPHQEM7OzqJ1DXuQ4ceIE8syiyDs4fOQoBhMTqOsa3U6Bxx59DDPTMyCObo0stzhy9CgVGaOG1xY9f9vqLEihTcABAK+ITxgUA2OiYBdRoErIYwtds8pE6zHA8H1hkRFPmSryHLkllX5ZlhjtbOLevbvYXNuInwXQ7GFKZ5AksloJV5k6I0We8TovkOUZbEY2WtZa6hJlOTIWrwEqOhtobaAzDbC2JdLJpHBhtDuieb717JHOECoA0r4RMVdE8IOTkBHzADlr0usn8APacNEFEhDJPeakTrW4lhI/4seRpIx5jHFeM+eDokKPJ6wXekBo3QPmYQqIoxTgeXhIC9SRwQoimPXexVnl8hXb3XxGE23PxPiRClG5l3KT6CEIfSdT1O1TRl4PkR6yh1LB+ZiGZpsdPv/iUAlBh9uxhK5pT9c1BAA5sgwRdJCzT85oig90L8X+0LsAq7SlgKJahs1IC4dvMQI0I1ftDxQ42SXkTbFiLn5JFcebVtTarV+gzgxp8OXkhwcZ4CohofLilJFFcsTKQ5PnThmzYgUQ/cvUikvVWDygfSu5RYKxhdenlNrD95BFKOo45z1X2WwY6ojTZOTalYrvQQErfQfmrvngUSf/bgh6KYVNCELexveGndPh1nCV6r2nBFwI/V6m3dD9coG4aG3rFkoC6N4Q/ZWmYhhlGDIiUnYVHBpXI9cZcb+MiurPclwhIKDf68I5hzu37+DNN9/E3ZVVdLpddAoZRUiqUwVEIcKhQ4fxyis/wpkzZzAzMw3vyPy6UqyM92QG75WM5nKAosOeagAPKchpwwgxPOwJON6D0UuqwLM8h3MNvrl4ETdv3sCjDz+Cl19+Jc6Ido6QPWO5jVaTHU2/N4GyKvHd9avYWF/DgQMHcPjwMeY21hjVvDIZqdcGrP6kZ2aURqYNoXyct0uiLLO7ZV8BxP2p6houeOScGFpDB5E3DrnKYsDXhmZeG0NzX2OxpMUImdTVVV2RYr4ixALK0jPn91dGA5rnGRsgUxmMyaEaqlY9qFWtiA7LyDAjsmyRJVNevBPza42mrtHUDUxGHNOyJL6nCwFZXpDCnbYkgleRalEUOaNHFZraIc8LasJ58iidnCwwNTkJm1mUZQWbEbqaZ2LqrjkZTJZEsf3qaJKNTCVpc38iz1MhxhMFsdLR6SlJm1nCeqA4BClyQVQHxFZlYD6l5njGXpSggByRK7b4MZBnqQBLNjmyf9tIOPHKiOhO19EAEK8+CiYh0BxsF3wizvPakH2f2u90kGul0bSVoCqtFaO5k8DPPM9y+BCwfGcZS98toapK8rC1OSamJrF4cBGD/iQmpyexsLCP/EHzAkXRQb/fg7UWZVVj3779eOXVH6Hf60fuqox8HI/HGAwGOPPyy1CK1MtSsHe7PTSOeL0BHjbPYrEtXQlC7QFjFIsKPSwI/Y4Jd/S6A4jHTacCbWRuj3JrOLAwRiuaI13kBTpFl55FXWPr/n2srKzgzp1lrK7dw+XLl3BzaYnOCWto3avEvaTPIWhxE+N0nufo93rodrsoOl10Oh30uj10ux3kRQdFkaNgT11jCO2U52QlwbRZTKSzPEOe5ciYg6zYQkmpxInVPMWHb0VMoiURjxQAJbuBitQg8ipeY2IonRC6wDHRReU5UTaIqpKobdSJ1woAc/0si3O14nksqu1lqKG5vU3PWsG7Gl5xNzB4BsRsAsh4TcteCEhKZsVOI3SgcyyTMYoNFTzWWFgR7yEwopoAJwiQAEYhlYaxonYO0J58obXJUvIrybwPvN8DpG0ZOwHetTQldE+VYitAKHjFFltg9NCI6opRX7bb0rx3lSjsGVSQsyPenhZg6LyHJW8nQUmQMlWlWmUJHdIQxLCF/BH8mpTRaZZrep14sRxg4894MZqIRgbIswwcZPme7HnPmMhpMHokqJzgHPItwVsqF0dtNEUctnaCwSUVAlsn0AD1dis+eZm1fRqj5yJk8gEFm9hGNmyiCUbAeBEp3lAJggeCr6FtFjemd8xxC5J8SJtBPjcLZLjdIO0trQws89RiNcb3ulOQUllUc1CCarBoRMnCofvmOOFwTYNghaNFyJFMewEHNq0UsjzHaETTN44fP4ijR49iNCpR1xXKukTwAcPdXdy7dw9Xr36Ljfv3obXCa6+9hqmpKXjvUTc1iiKPTv1aa5iMvMPI2458J30Qbhd9LknC2t+AouSAg7DRGr1eDwoBqysr+Pzzz1GNSzz11NPoDwZ07YYNhxkB8J7sezqdDpaX7+B3v/tvLF27hr/927/FqVNPYDgcYXd3N3JjlU+bLzPt1h6XYlyJO+8xGo2hlEKv143PFUAUkzTO0To3BkVO3Mq1tTXsDHcwMzOL2ZkZOO8wGg7Jv1FpKB7xJ+0VCi4aGSy66KAsS2xubmI0GsFohV6vRzxEbis7nn9sDO15zWiy7PHgyT4oiVxo/xg2l1ZKQVumN/C/rypStOc6h1I5BWelkFlaN2LF1OYHZ1mGoijiSFRjCGUBt9w7nQKdIkfOyGsI5DeXM5WhKsuYcCaT+BADJBVlbFOjU4IRZ5+3TLgD87gFjYJCpJ2I9YWCAlhdLjGIXptQevm3UlwQNYYU/57HFjq+1tSilIOBkQ2JGS3UMNE7SGAin99wK0xiocSOiHby34pPqFJsoC/XxUluQjUN8iIntwNrgaB4is+IkjhrUdU1ri9dx6effoqmqTEzM4OFfQdQdGgsab/fxWOPPYajRw6irmq2lKGENrOWhVIKc7NzqaXmKHbXdU0uAa4hdM3Yljo/YJtb3+QkwP7B/JzACZgc4kESRe9ojCM/L82oCoCWAIk7HO2kSZIRqCjK67CIbHdniEuXL+LypYtYun4NKyurGA7HxPsNAb1eD71+H71eD51OD3mWQ3xMaV0BdVOjqsaoqhJVVaNpajSNw/3NTTRr6/CBziHh16fuGCd+MWVWMrAsnstakfl/Jy8ozuZ5TDJl6gtNSslgMss2PTZOeOl0Ouh2u+h2KYGl606cdtL6pE6PMYbpKBZQrfZyRMvENYH3Y6RzIZ5xsv7zIkev36dpWibtEcXPodftIngSVsY2MidzlCkyAzWABynIGd9OaBnV41gWcwfvIoLuGhpLCsv5jN7LmfXOwTXUGheQhT8ohH8qKZfkTYrXnOw5+v2wJwZIYRM4J4pFIe90+uzgPU2Jp/h0Bj7Ppd3MGRa5QTBCHxNwvu6YgLVyFWgFi5DUTPIL3A/hxEkSsLT4Alevsjy15lugU+UmQ8UdVxixNYCEVklCKoHLI5BXI0/6gNG0OSA8McuQMs99DaRkbJoKOmjYXLOUnit4pGkY8sXHA/A9Jya6adyWpYukxQowJK6RDArSTYwKLLkbfKNc8DAhJdRGKeZ/+cg1kJnGgsDZ6PXD7xySwEWmOwilJbReG8wLsYqSRMOwuosbMEQz8MFggDxPVi+RBsBtaMWB1jtSONLzlHnS1NIhNR4nOXyIW2NJ3OCJ1Hxg8SB+9rPX8eqrr2A8LpmPSAhQ4xy+/fYKfvWr/xvfLX2HTz/9FEePHcMLL7xAqFhTwlqLbreLyYmJOGe5bgQxo8Ohqqq0wYDvoXbMXXU+TowQdabWCpklLpa0dDrdDjQn2yZO0xFj4Yyq/Q4lXSsrK7izvIIQgJnpGYj5u3C8CP0Rzo2Gjo810EGmZKNLu5DaJsLJkgBBOgkNq4HMGnSKDoa7uzh79gt8c+kinn3mObzxN2/A+wYfvv8Bzp49u8cyJnquarLeOXL0GB5//AkcOngQRlu42sNYi063wHC4g93dIaanpzA5OQ0EjapsOG4EKE1FEo06c6hDoohQ24aup2bbEO11pGhIG4SsHxxPn9Jx7qxQGLx3KKsKFds0AYi0BWtoLGLRoSTRaaEhKFaX0jo2WhKaGuPxmGaUqxR4fQh7rJDq2qVSk4OjBNC8be3EEdk3DoBPylqwl2Yr2AYVSSWQjoE809gq4oNd+ETBB/i6iTPSlU10gxS9WrQdRdZDcnC2gltS/3IYY21CAs0EOZVXDSKSoEOFECDHyD6taWMMOp0O+v0+jDHY2NjA2toalpauY2NjHfvmFvDoo49iamYax44diwX+YNDHYDCguGMtxru7gCKCfp51OHEkl4q6aVCVY0ZLNVxTc/LAVlyMCgfvUNU1aPyqpSk1kPap44MPESkTrz86aH1MZmgiTwz1kL+QOyr8eBGmUTGhmQ5Ae7fX7aLg5Mlai9WVVXz04Yf45JNPsLy8DAWPfn8C+/YtYP+BA1hcPIDZmUl0Oh3mNFOb2/JYWVExe+Yw0mx5H9vZdV3THqmqKIKjb08+tp5GeXrvo9dn05DbQ1WNMa4q9uH1GJUldnZ3UHNMpX2cunTizSpgRKSyKA2Tkb2RUCTatC5CX8lDU4q/PKcENcsL5Bkjs90uur0uugUhqZ1ul8axCirK/7TcgrUmQ1bkcN5jd3cXu7u7dG+cR1nVyGyGmelpdDtFC5BpOYwEQT09x6MW75NpXN/nLCaQhpE/z7mOSkWc7BMpKCUnEMQ+zpQH7dsQE9SEPAZfUwTlJDZu65CsjdpfKkKmKY5IR0NyN+fJGk1x2iRcVAgyKkgwdy21NYk3CnGJQESgY2xRLLWkCxMlqMSfEH2UoFPbFVKt0jXxDRJRinyYFpeu4cNaKoRAXkWkFCNvMK20NAt4czTQRiNHRtCzPBSo+PDJz09IxZ5l9Cq2WARZaCvKFCdvknRKUiU/Nyqp7xwjFIKgxIXkQ/y9hEImwrLMrbXGoLHszRaopQw4OL42zSpEQfMIbs8jOkXj5hwjI4QwNMIFkc8bFaE8axNJQeWkhAO4pU2+gv1+gU6nw4GRYffgERq6X4RSGXgXUIc6IS6BE0q5D7xu5ZDN8gyuaVCNSwTv0JuYwNGjR3DixAmsrKzSbGlGiSYnp/DAA8fw9YWvsbK8gouXvsFXX53DM08/hV6vC99MIyCwDUwO8FqxjIp1iw5CCNje2cZoRPNTM040+4MBBSqbISCgrhuMRmOU4xLjssR4PIZWGnm3wHPPP4/pmWkcXDyImZlpNrsO7AmpqZWTZdBKY2ZmNtrACDen2+lgYmKAjY111FUFbQy6RYEQgLKqIIbvRrOy2Mp8d1bua41ul54n8THTYS6m8soEFrUYFEUH21tbuHXrFr48+yXmZuYwGPThnMetW7fx4YcfIqrR+bVko+dZgcWDB7C6uorXfvIajh17IBLi1zc28OW5s7j67VUsLi7ipz99HZnN4T14Cg37xCmFEGrInHkXPCkXOZKFEOLUGkFm9orI6Nq89/QcO10ordC4GtBAUXQQlGJ0pYZzNYbDIaqSECSlyTzYuYb2uzFo6ppa1C11dNNQYVFWFSWOIVCrnM2cKcgKT5aqalFvyrcgL6KgpCKEHAWUUtHUXlrO2lggJLQghBBHiRKiQMVWRLMYbRQluRO03DsYT8IjmegjyKW0CKLXbAsdkZZhoMWUUJtW5wX89kTWT5ZoER3SaUav2C11+CCH0eh0uhiNxrhw4WucP38e62vrWF1dQWYtnnvueVR1DQWNxcVFzM7O8NFBcY6M2D3NUG9qkO8uUyskiVV0BjW1g/M184ctUVYaRwl04JIrMBXEspKXu2MK4nCR4hTitavIPwdUTMqUEu6qpOjJFo6Kx4Q6Kn5vYzJMTk5icmoKd1dXcfGbi7izfBvXr13HNxe+wb21e1hYWMAjjzyMw4ePYDAxiempaUwM+nGCVF03qBrHiDWpabUkYpz5CmgSWEAp4z19i24gPT7ZG1Ewo5IVkiDSMqmsaWqU4zHG4zGqcsy2XQxUqBCBH+m4CNfOe4emoi5UWVcYj8YYjUYYj0cYj8cYjcYYlyNG+4mDHLmYrPrPrEVmM+QdKLHPvQAAIABJREFUaq8XRYG8KIi/yXPtyaFDHD58XKPaEOq9unIX5859idFwCAWFy5cvY3ZuFlVZUR5geF/yt7UkxpSZ01nWgUwIi0meULe40vfB8/nsYvLoWq4VMhErdV/lW8tNj2svIpsI0UYpdg29+HqKUCehoG2AisCbvRSVJGJpYcpyOAdpOXNsUyFdb/wKEbQyPM0rIZcq/hxAfH8oBSuLS2DPSObkBE1pTYbFvADbPCHF46PaFTEtZGo6KwRCbhTxoWgzgwnaCW0TyJkWt2eeIMPwKini5KY5/iaEQUPrLG02qdI9K6U9WynwwSJtRDKTpQNQCylcqdiykiQ6PQ85+QIHqJRQijdS09QoKzZqFcJs677ILFpO4SPsrbnVm+c5rG4vOlpomknAEXkPib8oH5Yqcq4pnKNDnZ8GBUhKQrtdUvhRe4h4OLQgxNOxE6csuIZG+LW5plG8xK9NSQIlCnKIe+fpoG4alGWJ9fU1DIdD2JzsZiiB7WPfvn0oigJ3VpaxencFZVVicjBAPjODcVnixs0b+PbbbzHkNixArbR9c/vw5FNPYXpqmnzbqpL5Pl2sr69jdXkF4/GY7zmtzunpWSwsLGBy3z6UZQljDB586CH0Bz30Oj0MBgOMyxEym6Hb6wEhxGspigJA4GSnQ6geyJqh2+nEEWeNcxgMBijynFtrPrZ/xH5EK4VOU5APowvIu5347KnSVzHIuKZB1TSM4hEfrMPvX1cVqqpEp0MKYUHGiiLHwYOL6PUooRyOR6jKGsET9+zdd95F8AGvv/46FhcXYYzG2to9fPfdDXz55TmMR2PgNcBmFkktz2h4q2ixNoutHstISYg/I39E+f2mrnm2tBgJU0HV6XSxencZly9fgrYGj556DN1OF3lO4wwDApqqZrSF16oiMQQ4oW8amkGdCTLIn9m5JiJ5jm1ZZN9o5osaI/xo6ZykBCa1qHyiDTRkf2G0Tai+xCmk/RxtfxitoudO89ADAqOWKQGUA4PsS0w8bCTKh8DWQGov3UFiBB81HAckcAm6wQR/pbhtSwWuQhqdKPExOh5klNBlWYZep4vd4S4cqKBaX9/AX/7yF3x59iwWDyzi2NFjmJ6exvHjx9HtdFk05vicoJard+I6AJqXHONsgHM1SGcgbWD673LW7EFJFXWtxK1CpowEtPwe5WRUcm9DtDYjgRoPLGhIfCcer0S7kLND4jTAKSijgIhFxdTkNKZnprG9s4OPP/oEH3/0IW7cXEJdN1g8sIgXX3wRDz70EI4ePYLBYIKuLRCneTgkC6mqJpDEMXVCG8VFJWlWozG5puuW4itwBUBDDAwyo+N6pDF2ZO0iQjcZ6Sf8XNqDPCq3SWia5j1BwJmOSbLnpJMs3agF6x1RisbjEuPREKNyiNFojOHuCMPxkOhK45I+k7XxPFRKqHFkW+QZGXOsKh8Nh9wKrlGOK4xGY+wMtzEcDqNPqs0y1FWFra2tmJx++OGHuHr9Glmv2YySIPYJtTZDXlBMyrIMBQuXjBE/2MTpo3tAPrLakMhOrNykA0HzzzkOmNTeF4qJeDvSnlaUhAt/MkinT2KFoMl1jDWSGArPO7WtRb3P+VcrB2h7Z0uxqUXUI5QUIBZEktpIsmutZXFworOYVscxfdF+s/IgEz+R2yaBqjgVAO0R3xhQESUzPE5KYE/F4/I0yIQ2VsQIgPNoXBVRTAX2zmIxR0pG1R6FnmllwLEqDJSQ6kxHdJF/HG9qbD0Fz6ACB2fKFKG4qhIRTBzzJ8laNBKXmp3a5nG0k1LxrYMnRFEGoxtNyl9rDMTOSIaNB5OENa5y8A2Qd4kgbq2JTvJxsHirlaVai0g+g2y8xlVoAlA7tjdh7ksIDK831FosOhlsbkGtZqoc/TjEDa6tRZZbYEgopyiTvTMwmj0bGVanRUkeeVlmMB4BVVWmFjiIp9br9dhLz9Azch7jZoTxcATnSPDQ6fUosex0UI7HuH3nNt5880289dZbkePmPLVrjhw+Ch88nnv+eUxMDJCPaUOvrq7i3Xffxfvvv4+7d+9S8qA1Jien8PDDD+PMmTN46ulnMDExiXJc4c7tO7jwzdfYNzePx594HEXRhYZBU1a4fecOrl+/jqpq0O0WmJ+fx4EDB7C5udnih8pUmoDV1WWsb2zg5MmTOHb0AUK64NHv9bC7u4tbN5egtcHU1Azm5mZhrMZwOOaDzCH4Bh4e3gu3VcNYjUHRRV3nUArIc4terx+tEyiZlUOBdsnCwgJ+9rO/xuHDR1CWJdbWNzAejxB8wPnzX+Hq1W/x3nvvodfr4Z//+Z8xPz+PtbV1dLtd5HmOubl9mJ6ehhgKk5qzQJF3iHOqadRhVVUYVzVNPBC1sffIMotOJ0dWFEAAt6YrthvK2E2B7Ic6nQK3b9/CW3/8I/Iix/5985g4chSZsRhzIgpNpt5OxB4acK6G0Qqe0UDXkOm6CFrk0LQ8B9k5R21dtvwgTqVQYBJqLgkNiQJosgOCWJ9wC1vJXFtpc5GhMFRA7RqeAOT3BOSMzbWDSl6m9KUjv1wZDR1InkeICX2+QIoBLr4VtZGldRXrxoRQtNtcgn7ESRzKscCRuNzSlJVrUipNXpKCpyxL3Lp9C4NBH7OzM8iLHPPz83jssVN46cUX8dBDD0G403VdoSqHcC4QpUYRok1JNav2swwGHBdBwxPqehzRX6FaiC+k+CJGVww+uDyDCHVdQwzKtULic3Hcdj51zjTH3uCpyIcnv7s8s2Rwj4CqrtE0JcCvJ2CEFCXW5pQ0Tk1hd3sHH334If7w5u+xvLKMickJHD9+GM8/9zyOPfAAiiKHcxWaqkQ5kmsk6xVlLBUJDQ1lIKNvFpUpoKkbuKaCDFnwxtDUpMYRFUIplKggnn6UEwq65WNBpLWmhABANCpXipNDoh5JwpjU/skIu10sKgVoZWELExX8ItAQMZ8XBTMCC6MMealaCxLOUKdQpiw1TY2qrONAA8cWbGVZY2d7G/fv38e9tVVsbt6P3bFev4+N9Q1cvnQJW9vbmJyahNYaO1vbKMsy2s953juyPlxTYzwao2nY9s3LyMQ20pfa1yYz6PV6mJycwvTUFAb9AfFTeyRK6nS4xd4pmOeZx+JYa8udiERb0aySt8ZGHrY2tNc7tkNgTgvNFPoAJZCJxibFhGb7w8BxT3H+hkDPqR0fIsgEtH5PptIQfzwgDS+hqXYMXAYR4LFzjgpIhLCYm0VYiw4jpVLLWqmUKXuy5+Bfjn8jrdtI5GbINGbTwUfSbMbj7LiAJC0iJ3FtdMI7H4eEey+B+fumS5J5Bw6GXF0CpGz2zCuQjWFMrNyDfH4JwggxkaTCtXWdihBGo1rqZE66skBqKMtqQ0EEhIQOIG1GF2KAFGFAXTfQ8DFAxra7BJRGBrenSgJOVFdyFUJKltFrvK19cpBXfA2kGE+onM2IwyaosrRNAIAmCCYbFKmuNAs3hKwsm66qKqyt3cPy8jKGwyGUIoWu0sDavXtY+u47XLhwAaPRGA8++CAeffhhTPRJnHL16lX8+tf/Dz744ENKFI8cwdT0NIbDXdxZvoObt27iV//+73De48UXX8T09DTu3r2Lt956C++99x7u3rvHCsTJKAT5+OOPsbS0hOWVVfyf/8f/BUDh7NmzeOedP+Hpp57GG2+8gV6vh7XdIb744iz+9PZbuHnjFrQ26HTpUJmcmIzvlcjUHuvr63j33Xfx7dVv8dd//Tc4dPAwo7oBk5MT+PLLs/jf//vfEQLw5JNP4x//8ReYn5vFnWoVK6vLuHXrFna2d+J8cKUIGZ6dn8Xx4ycwP7cP1mhGJrMW2izPKa3dmZlZvPjiizh16nHs7Oxia3sbE4MBBoM+PvnkY/zrv/4rvvjiC0qK6xr9fh/dbpeep0rIk1IeeZ6jU1j0+z1kJofNMmgD1DUhyRmbd49HQ5RVieA9ik6H1JtZBqNpLTV1as3UfDBkmUWn24F3DttbW5iYmIwKW8dzygGwUtwg56pegSkWxkM1DbstUALmWIksCBrdG4Oi0MiyjDm5qasgVO4UUltJJB+mosamAiGpqcF7nfajuAD4GAPp0CT1qlY6TpERxEEplVqDoHZ1VRMX19ouiSV4Rru0V8XCyGGvGbKglamY5VYjuDUlh77Wsf2uuSrWnJCKYEEpYDQaYXc4xNbmJpaWlvD11+fxwx/+EIePHMXkxAReeeUVuMaxmj2LiHL0IURKYuQsKKQNay3qqkJTV0ieuenAFkRE4lL0YFfSAkxnCVRCVek9k0VaGyWJ55cgZ56HWWQZlNbo9/tQWqMsK8h89XhGsCsCJY0W01NTmJyYxPr6Ot5++228+cc/4O7qCk49dgo/OP0SDh06jG6nA+cdqrJCVY9R1w08j73N8gydrIA2FrWracJV3ZApuqU2KoKie9Q4ZFYhy3LAWozcGM7XkXMaQQs+A8hblVDN4EP0GoXWsVPULi6Iz6a5kKKz0jF9TJBfSZzjVCVIwsL/5A1E01NSmzYi+9ZgXI4JuRWYK20iWsNOqDgWuptspXx0gyCPXJtRsTk7N4fzX53Hv/3bv+Hatas4depx/NM//RMWDxzAyspK7GbWdQ1XN6jqGuNyjO2tLaysrGBne5PnQrtYbMpkNTrfqJtTO0rcNjY2sL21vYeeJvS59uQYWYv0JeQ7Qle1Usi7OXrdHvr9ASYnJjA1OYXBxACTk5NY2LcPCwv7Y5yjxDKLtBvxkA3w8TnImS+dnsiXDwkl9DGf4YIqJGAtIdrS5UwN1tgm58JLBpzI8/7/zKreU7VKNdFGKj3NMdRs/QGl45QB1fo9renfa1YMUlBKearidkIWk6MAH3iBAtT+AlvrKLIBYZyeKiX22YqfP+auKUhoKGTKAGZvIAMQE0NpP9BL8GGgIpCLxIMUXl/gjegYAQTD/xRoMoAmRwQiN7fFCpJsOOfRBA9tFAqTIbei4E4oApQiLqgEYqVh4+HAr8eJn4WC1wZBk+lnkeWAIh6LkF09t0OsMdHORAK8ZRNarXicIVLiCMEGNKA0I9PGQGcW2gKuTgclGTfTJrx79y5+85vf4OzZL7CzM4S1BoNBH0op7GzvYG19Hbdv30G/38dLz7+Al557Ad1OBysrK3jvvXfx4YcfIYSAH/3oR/iHf/wHHFhcRDke49yX5/Dmm2/i3Lkv8V//9WvMzc3h5Zdfxp07d3Du3Dmsrq7i8ccfx89+9jOcPHkS9+7dw/vvv49PP/0UKysruHnrBhpfI8sMhru7WF9bR1VV6HZJ1Xzt2jV89PFHuHjxGxRFBycfeAAHDh3EzVs3cfnSJVy5cgVbW1uJbxI8RuMRtchXVjHc3Y1ol9bA5OQExuMRlpbI27Lf70MpYHZ2Ft98cxF//MMfcP369egPJ20F4o3meOKJJ3Dm9A/x+OOn0Ol0cO/ePaY3EMrbriRlDwsfZzQcYrg9xOz0NPbvX8DCwkKcQz0cj1DWFbKsQJ4XPJNYx0pYKYWpyQGsNRgOd7F0/RK2d7ZR1yW0VpidncWRY0cxOzuF3d0M6xuEHuRFB1lecBuHPSAb4iRaTQp4H4jj1Ot2uPVORPhBf4But4u6rtHrdlnNSWbloaDPOC5L1J4r3pgkWuoqeCK8yzxvCea6tW+Eo+sZt6KA0la+J68zKLLjAgdYKDqkKYhyIRpcrN2UDzxrlmKH0ZYEceL7xkFXOHaCZEly4vj3JPGVQlsppCSA59FLrKUWYuKSOplbzEknxRO22YB4fSLGFctodWDzX+ca3LpzG2fPnsWVK1cwHo2wf2E/5ubmiSZQlsT1LcjFoKwq7urQ34sCNh1BKZEXMEH4l0RbV4BXjHqwaCX67lH0+T6NSPE5ISIkObDlGTtOksgomU35+Tm6xjGKZ3i6GEV27xp476Ihv9L0/AJ3dKy1mJiYQL/fxY2b3+G99z7Au++9i43NDTz19DM4c/oMHnzgKLz3GA6HGJdjplNphKBR1RXGZYmOcyBBDFlM1RX7TWbk/agUAQS+IXFLMNzadXyPOf7SeeJA00QAssSj55gsbwhto3XB5s7QBKQosZojuy/HCSKNrpTnlUSzVBQIb5ATUUd7yfG4S2mtKi5GAOliCSNYIVgdUfQgwlXWVyhGvoVKAs3dRr4OVZekqu50gaAw3B2iHJe4f/8+dGYxNT2Nzc3NWEy51nHqAhU2J0+egNhPhYC4LveM4WMFe82JpBQiIk4iSlaJqiRRUV1XyXOYedBCl2kaSl5J2BqwtbuDjc37NP/aBSiVoSgyzM9PE0AyOY2F/fuxb98+DAaDWNSXZYmqTqbpEjvScAgy6idQKHDc0BLhCKePHWB6ppL87uV3s8+rQprkEzz5nTIK6X2AVbJxgryg5C0thQ//b87UKPlgjyfiW4T4t4kbwsmNDjE7Vla4epzF8kHZ3vCq5cFIgZ1b2yEpnjQTufeOzJLsOvFcInlY0aKkIJHIpuAbKtzS9rUKvOw5WRUnekr+UtkkAT0ANKEAbFfD7RVreUakD2kRUqMF2tD4nsxm1KZk9NMFITcnmFjsPlIlQYpxFzxgDDLm7+RZjsxmcK4GKZwVlCiggTh2LwSquoWzEXmTGrFNFXkUgQKBsRZ5ASiTEArwPRPT6JpRk/F4jOXlVWxvk/VOWY4IwfEBVVmhPzGBF158EacefQzPPvsM9h/Yj7qusbq6ikuXLmFlZQXPP/883njjDbz6yquYnJoCQsDhQ4fRNA0uXryIb7+9ivV1arNqY7C5RUHjiSeewOuvv46HH34Y29vbOHz4MObm5nH12jUcPfoAVbMq+fpJ4C7LEpcvX8bFixcxOTmNn//853j+ueexf/EAVlZX8NYf/oj//M//RF1VLDBK04IkYSN0rGDOlEe3240cyLompa8xFkVRYGtrCxcuXMC9e/dw8uRJPPjgg5gYTKKqS6yvr+Orr87h448+xMzUNJ559uloTVPXhPjSfNG0fwAwwrrFbfEpAApZTpXr1tYmypK4n2TgjoisaC2Gx3TQ97pduMZhdXUZH3/yMb744iw2Nzd5NKPC/Pw8nnn2GZw+fQazMzOAotZuJy9wf2MDV65cwfLKMpwjDqLRBlOTk3jw+Ak8+OBD6Ha7se2T5cRJ6vL/pokxGuPxGLdu3YHSGvv27UOn18G4HNPsWM9TJwSh0oAfs/+kbqA1T00INBFF4oQOcqB6ptMktCDGL3meLo2Qk+IILBSTPo5zDnAyOUvBMOqDEKLIxHkHDxLfKQU6SJmusmcOttYImhwK2p9F/OpIKUuTYuIcbd7Hhm190nxgRahooEMlIQn8HwwO2Myg2+lGcVbGDgISsxcPLOL06dM4dOgQyrLE7nDICBCiD54kGRSTPCcwFLQpdpl00HHnp+2A4By9t2HeaoBnAYKPdCiteQwgQjT3liESbcDDx+cWiOagQOplWvQcVPmfigrdsqzo/jAlgJTNiGeVUgr9Xh+D/gCXL1/B22+/jc8+/QxlXeIHL72El178AfYv7EftPHa2t1COx6wjVVDsp0eilQZNozEajwAEtjeia87znASVrkFVl5Fmo7WKKmjhzEaTZ3D73RK9BYHWhbWGThhHWoBMJlA5D8Vq54AkggLHLXIVsdDGxjnQTuyY+DxPIg1AKQOxsAOokGjqqgW+gMzKQxoEAU/Je3AeTVNRl601glFAeGmVS8JWVSUqnsk9PTWNra3NaCm2urqCjXtr2F04gM37m7SnW4ipxDatSCAjZzKtKcPASthT9CgGg8SeJsYS52KBJ8MCBKl0rDOILXLv0bg6/l7jiRc6Go0x3NnB1tYWNje3sLu7g3v31nDr1m2EEDA9M435ffvwwLFjePrpZ7Cwb4ETSM3uJCkfiaBby3qI+8sILMbTMTtTcU1HHiHnOAoJiYTkg97TMJVYYAHwkjiCE7QokU5BVAKMVHMICY1TjESFVvUbEzjvU27Fvy1VfYTp+NDWDPfSWzUxwVHBcxLGYGxIr5PQtgjU8v+nFnOQVkdAhNSJE5iSTRH4CFdQpyIZsWLznHhy6znCxEojGf2CUYDABpyIhwFloiG+sLyWYTv02Armn9EIN8eS+NZmVcnnMvBC8SEAGmRAGsi7MapL5b1UuhZBlOgQcjBaLFGkrUf/nhJOmWuZ2s9aKRQFbTxJhLyje2CYcF1VYxhjcOLECbz88is4cuQo7t9fx9bWFpaWruHChW+wOrqLmblZ/M0bf4MfvPgStFI0dzqQF9vu7hBN02BnZwdff/011tfXI2pRVRWuXr1KLZ6GDMPrukbRKWC5Hbm0tIQ333wTn332GYqiwNzcHH78k5/gxZdeYlSrh53t7T1oXQgBo9EIKysr2NzcxLPPPouf//znOHjwIJRWOPbAMeQ2w5dnv8T21nZrcad9QIVCxhzEELksUZjFa1AQJ0kCB4M+zvzwDH70o7/C/Nw+NE2NGze+w+bmfXz99de4d/cujCJLHeK9uOinprVm3zpa12tra/jgg/cxGo3RYfsgY+jQPnv2C6ysrODw4cN4/NQpDPqDaDnSJlmL9crS0hI++ugjvPPuO1hZWcH+/fsxOTmJ1dVVnD9/Hmtra6jKCq+++ioOHDyExnts3LuHc+e+wjvvvI1bt2+2BGAa05NTePH+Fubm5jE/N4tOp5OSXkV82MnJCQDA3W9X8OWXX+Li5Svodrs4ffo0jh8/znFx73xweQ0xgU/TbxBbLVonCxZA1Kkt8/LWWlD8PF1MdEQ4YKElKWk9zzS6i5AV7zx7h7b4UuyDF3yISWYMXRx3Ase4gICmTtNPaCwdUQTqhjxMISiSD7GQ84zaqBhoAgu5pXuS2rgKNPVo0B+wQGodo9EIx48fx5HDRzB+Zowjhw9jdnYWR48ehTYaO7s7rEyn5C0ExUkuAQiN9zzCkuxbggIyS5QF8ql03O7iQj6kgrZd/AvCq4BUHKg0hYMun2KiE7GBPDdaxDCaeKxC45CYqK2FCeJNpKBNEvtJceA0CUEaphRQe5F4de+8+y7ee/89WG3w8g9fxunTp9Hr9dnMPlExNHvl1k2in/S6HR6/qaBgSDVuFGRSGm9AyFxvoy2j0RRjpUhMyHKATJjyronr0VqLJngW3jjkKuc6wlFhkuVQUBiNCD0zWsYfZnROm4RoyazmwHQMgMQcPgDakk5B+HbeG3gnE3hUy+eUuHOSlvjGcwLCe0Mb4j8zx19EMO21EUB+vA1fU+NqlMynr8qqRZegZxBiRwHRM1XO9v+/ufHt99Kauf5Gk9q4Zc4t4JEH1SFkN0SUB8VzsQMFmFjIRDMo4cs6mj1e1RWhpuUY21ubuHr1KpaWlnDj5g1cvnIZly9fwtq9NTzzzLM4dOgQer0etDYxcYUSqlngAopWuXeJF6w4cZTxpZ4DXCwkkSg2cp4prcl5PaZWYhvE98sH2BCA4BWgOEMKKYACCfHaG1ylTRNiVZv4NfQbUeHGX2Jzo6BgNY+3IT+XCJGCM3WKeYL0ET5n+MYLEigVrfwOWGrOcYed6B2AtNli9IBU8/J3ipPfvbxAum/S7xGOhwR36h4ItyNeg/yxAoJv4GoP71pJtlIwkmjxieF8zQua2vuSawrySbeuPRdTgisiP8Uzgks2DXT9wWtqTQQeGac0+r0e8pwI4iqAOHNGIzhqyZTsoee956Bv4JqAqqkApdHJMh7jJkE8IY4heIzHI9jM4PEnn8Av/uEXePzUKYzHY9R1jXPnzuFXv/oV3n33XRIp+YBetw/nG4xGI2R8sAsye+HCBSwtXYfYI8j9qusGw91dDAYDbG1tYTgcYm52Fk+cehwba+t477338NFHH4GEMZN46aWX8Morr+DkyROYm1tApyiwu7MjjxUAtVl2dnaws7PDLeUe5ufnsLMzxMbGBg4dOoQDBxZx9NgxXLt+DWVZpkXSQq3yPEOnyFHVZVS1xYBkNCzfb2MMFhb24fnnn0We5zh9+jSefuop9Hp9aK0wPz+H2dk5hKBQ1zJpRMf7k2UFOp0ulKIpLKI6X11dxW9/+1t88MEHyEU93zQYj8cYDndhjMarr/wVXnnlVUxOTpGyUiA5Xk+ZNdjd3cFf/vI53vrTW7h79y4efvhh/OQnP8H8/Dy++OILfPDBB7hx4wbefPNNTE9P48TJk1AAzv75z/j004/x7bdXMDExgQcOHYLNM2ysr2Pt3houfHMeR44ewkMPHuUKmjzpAJp/PRgMsLFxH+fPn8fvf/973L27hqPHjuKpp56iQjoyUQIqtm0hAQoZQitD1lCpfRkQoFldSoll5AeJ8ESWQdvDzSWLFmpfS7RN3MI9MUESYEYDki2SgVY8S1xruFDHA4UseVjoUDeoXM00Eg8HQpmI7xUonjUt5TDHL2OIryif00SldlIfS8ykb7KIsjajaS2Zxq2bt/Hpp59hNNrFwv55TE/N4uDBRSwsLKAoyBNve3sHVV3xNWmy4hLbE0Oehz6K4jygNfFTW5mboDZAgHOAc1XkMTKWQLZFfAAqDSaiBvjQkGVYYDs0Q5PAUBOCBSNDa/lAtzx+UQAATqBpEo+KiGQ8UIMMcxDki2JsURSYnJhA09T47M+f4exf/gKjNF76wRm89trP0O12cO36NWitMD09k9Ar0AjBcjQGlEKv30O/26P38uSfmlmLMG7gQ83cfRM5h3R2egYuiL6lQSCBsZb5ipJgUSIhdCGjDNCwAAiESnre41prHtmaNlOMS6o15s8lI27NLUsXHBQ0VKDEVTsdhV+ClihrkTFS6hpHgk9DdI26buBLOrPjOFjDinZNwBF4+pecAcbQvGrhvkqx6FgY1c5PqPDSLN7kxJFRcOcd04AA5Txc3cRkKyHxtIC0drCNg2NE0mhyeICcw4weijeydOjIl1Oz3ZHEVS6CdNIzSBE7UQwwNz1DAIAxeOSRx/Dtt1dw+cplLF2/jrt3V/HOO+8rKlUjAAAgAElEQVTi7t17ePbZZ3HixAnMzMwgzzswhqdpNU0L4AuxTQ2EONpZIpxSGsrXCakMyV4qFeD0HLWcWUpzN9TDMV3QK8AK5Ck8m/YX8RR0vHDZ/BK4BcKGSpwGICEAe9o+AHT7DRRxbgJvWnHpt6wSFZQsgDkxWkcUbk8g4pslCrhQB541S4egWDYAYtORFmSa6Zx+nm4eGzEI50ylRE4qd4QQ2yh8SbHyT7xJWZVS91MV7F3iogjnQqprCR4yo5g2ChLiq1gBz/6O0paAtLPBIiJeMpRs1LDWYHZ2Fr1eL34+Yw2PBaT2svcOzrGYh7+do9mzxLVxgFKMxtB9At8b5xyGwyG888izHN1uFwBw//59ZFmGJ598Epub97G8vIyLFy/if/3r/0JmM7z40ous5HV7VJWDwYAUyJETRnWNqPh7vR63Y4FjR47il7/8JTrdDj7/8+fY2dnB7u4uVldX8eabb+Lzz/+Ml156CX//9/+Ap59+mp59XLEUXIbDUUxipEVRliNsb21jPDdGrzfAgQOL6Ha7KMsyrof2V86WOVVdxT0iX9ZaNmAnz7Inn3oShw8fQgg0dm9paSkGw52dHWxvb8ckxDWUPBJJ2rPlTRHvuwTUoigwMzODIi/gvEPd1KirOo74G7DPpWsaDIe7mJiciIcr8SoLTtq/xkcff4Tl5WUcPnwYv/zlL/GDH/wAnU4HJ0+exGDQx3/912+wvr5O1ILlZczOzuLPf/4M169fR7/fx6uvvopf/OIXGEwMcO7cOfz+d7/HxcuX8Olnn+KHPzyDI0cORx6QxIzt7W18/vnn+OD9D7CyvIL5+X04ffo0Tpw4QQUOxIyepgjVNZlEW0NG39KlcMLh0wZZToebdEKIe2kQfLLISn5qSagha0DmgIuPnbhOACF2M3wINCYQgDg/pJ8LH9vH9SbTUGS0Zi2HvNaRiiOry7l0CFnLvrYAKTIZuaTYJXwlidP6e2swId7CLb129Rr+9PbbOPflVzh27CjG4xLDbIjhcBiTEjJZ5qSQDxxp80WRIcdjaT8L0kHoZM0FZmC+p4vXpRSYs8dxUszxFaGN0qqM8UrmziMhzyHQQSdxVkReAAABmlQL1fStexJCFHuK4EPOsDzLMTkxCaUULnx9AX/605+wtbWFV199Fa/99HX0+z3cu3cPy8t3oho9VqJ8ruadIppZN03NJv8UuzwX/PCB9wGfAcagGY3gXMN0FAMotngSYSlTiZq6Rt1U8I2DynIEBzjtmHtXw2Z5FPuIrYzWGuMxAQRaaSSRCxUtxL2sYyxGAEJDKJbYKUVTbHEt4RVGhQSLaExAXpCorqlKjEZjMsvmgoueO53f9XiM2tXIjEWe5RHd26Ps5nUVcxAEKK1RsEUZOB+oq5q8b5l+YQ3nAcZQAltVMeYYdhDQSpA8svcxvCY1xwvHmgR4FZPwEEj9LlSnaGEkdBawiXzsfIr7hYJWAdYadLIcVV0hz3NMTk7gmWeexalTp7CysoyzZ8/iq6/O4+LFb7C2voYbN77DY4+dwkPHj2NiMIDWBX8OQpzlQ7UR+ZSfcbvdc7yIySYXW1p43XEbRYExPNgbNMTcw8omTVBZQsZIbU8o5PcTxvaBGDk1SDcMHNza9hNBqvyYrKVg2n4t4TaQf5mHOEUGRgXj63EGTL9LCmwhC1u2owEAHxr+Z6q4I2oKIhk7J23nEN+rfY30X6XNw9MDYiCSdpfYA7Gxrk7Vo5Lola48kcRBf6viPQrUGggSFMUUXO67gky5CTy5IlZdSNUHVOAqy6FuiHtCm5U5LoxCGEt8Du8t2VpAITgPp2pCarRCZgwMJylVTb56RHZPqsamaTAejQgp4fba7u4u1tbWYK3F4uJ+PPvsM7hx4wZu3bqFK1cu47//+7eYnJzA6dOnoVQaZ9bv9/BXf/Uq/sf/+J+YnZ3ds+7quo4t6v3798Nojfv372Nqagp/9/d/j9dffx0729Tmfuedd7C8fBu3b9/Gn/70Noqig+PHH2oVDWnpi0pOqlfa4AbSylCMeLa/vt/mKIocnV4Hu8Nd+GDShgSQZzlmZ2bQ7XRQVRXu3lvDxYsX8O2Vy7hzeyUGc4AO1cuXL8cA7XxqRQEsxMps/F3Zs8ePH8e//Mu/4MDCAaxvbGB1bRUbGxu4c+cOzp/7Cmtra/j0s8+gjcHf/d3fYv/+BRKiKcUo1ABQCt9cvIivv/4axhgcP34cDzzwEKqqwdraHQwGffzoR6/ixg2a+nP58mV89dVXeOqpp3D79m2Mx2M8++yz+PGPf4xHH30UADA1NYW6qrG1vYWyLDEajuB9iOrB8XiMa9eu4cqVK/jjH/6IGzdu4cD+Rbz22ms4feYMJqensLOzA2mlS1BvFJiQ3lBbMlCQq+oaDgETPJ7MMwIQlGJeNVvBsCgpeipGTzsVucmKC2NqaaZCSb4dCKw0nNTmNoPXnrlUMofaQ8YeBshEnFRcaEXov2XLi9gG9ySyi3xHTnLjz53EKg+tKQ5KN4XWJsW0ZOBOCksFjVu37uCdd97DV+fO4+jRo/jpT3+G6alZ9jekdSeJrPbMwfZgzqcmzmZIgEMbLFD8WYP3UdWcwHnhFVu0W/FgQWHai4rafwr8Ouk9JE4ChC4aIz6BSWDhPegM46SeDwGebR1i4dfUacSk8PMyazE5mIBRGt9c/Aa/+c1vcHd5BS88/wJ+cPo0JicncX9zA42r0enQQALyE6W2piBQjp+Nr2uMKhJTWJvHDoIKnACz2LLTIU60iC76vQGKogulAecamicO4gBmxhCnTiloSwbzzjVk86NpbnOAYh6hRp4JXaOJXDlStoNFWYj+mkoT/1XiF92+BKzQZ6dn4hpq7RtOGAODMzDc9kRr3KVOzg3SShb8weok1PKe6AdNaABHFDPVSiIl9hpjyJKN6UFKpwSNvGd1TJKsMqhDQlKF10lej+SE0tQV9nIEFbQFfEO0tdB4OBeiDZ20x8nzl8ABAXMkYfO8ceg81wjOoXKE/JV6GAuwLMvRKchZYnHxEPr9CRw9egyfffYpbt2+gc8++xQ3btzEs88+jaeefhr75hfi2pMcxEMmx+0F2GQ/gvMaHyT3oP8Tn1f6K93KubijyMi8YmGUFRSM3oC3t2T7SrP6MMSWh2cbCqle0yb2KdFUgPAZ5ALSId3iLX4Pr6F8MsAHqW553qpwUrC3HRxbpZLU+rAncBCalz4H5bcmVi0qVuuSLKfXFSOwNEEgfch0v3T6DJywgSsOFcTEnD+33CtPHCC6f9hTiVDuLa0wFT9je/63JDAhCNog5p58UDgHxVAzYhJOwTEJAWTn8QbxgVsTIaIZdGgRl8nzJhOLE0BsPtJt8SFEDhahV/S7ZVViOBpCrCjm50kFfffuPfz2t7/F559/jsFggH6/j2fYYzHPCybGW+LjPf54HLlVliW+++47fPfdd6jrGgsLC6ibBt9eu4o///nPMEbjJz9+DSdfOYknnngcjzzyMK5fv4Y//vEtfP31BXz77RVsbt7HxMRk5KtKxUWTC2y89uADcmuQ5wW0MhiNSD0tqGQ7mZUDU6wUtNEwbu8GzrIcM9M0gebGjRt4649v4aMPP8DNmzfgnMf09DQGg4loJiv3uD2RyLk6cqYEEWjbj8zvm8fLr7yMg4uHsbq6Sgo+R/ft3Jdf4te//jVXsufw3HNPI4QXooo6y6h9aYzG5iaRzxcWFjA3O4ciz7Gxvo7bd+5gfm4O+xcO4MiRYzh37jxu3ryJy5cv4YEHjmE8HsNag4ceehAPPHAUu8Nt7O6OMDGYwCOPPIIXbr+I7Z1tGEam8pz8zzY3N/He++/j3r17uHzpMvYvLOBv3ngDZ86cQbfbxdbONqqq+l5C5cnoPQTkmUXiNzOHzxJ6Ya1FHYKEEEjrmThphPQZo2PckuKV3kuQPD4A+EXaBa4GebRJgScFn6CW4ILLO8cHI3hUquOiUXHCwd0GTcWu7DUfFcYpMZP1R5zkJEKRoofQ0QCZqBLDF6915x1WVlZw//59PPjgg/jJT36CJ598khOgUXwfacXJHGxJ6ATGE86oVgrKGO5E8CxwRhHT/kgorLUZUwekSEvQoIzdE7Q2+ACngKC5g8KJVtusOPC9UcFDaUOTZohLtOecAkgZHwAow24Q3OZue6J2u10MJiewdH0J77//Aa5cuYKDiwfx/PPPYWHfPHa2tzDc2YVSCoN+n9qyhmbEez4LjSYmu/cOFWp+TnQ/xf7KwaN24lFKqDbksDaGp1WJqKqIrdsAKrpUnqNuLKqSJlXZOCYzsGo5ILgG3mt4BeIheupOgalf7W4j/W/hLbYU+CGwoTatMcNJPQlu1Z54RJY+HrnNCWGuGx54wFPiBKUX7qGTHERHH0cwuiUDCCAFI1Q8IxGSbZJwEKWTmNq2relonhwaBBXVWrqOAtgkRDMwJzJwIeoband7npqVG4ssy3m4ABUEvgGazLHVnY/q5zR7W/iEtD+dc4AxsEoDysONxxiPxrB2N473fOSRR9Dr93B96RouXbqEmzdvYGtrE1tb2zhz5oc4fJis3wSZT2hsC5n1ITrb0BnCbo3RlkzylFY+p9LPocAgGe/hEMAz0Oit0uJJasSYGMX2B3MAWwgkQK1UBqg5TEUvCHrNeEEhxjFJnCIYpxCDrrTHE3dSEDWxliA7AYG9EUKsIiXot0fztAM+9e6pOnUt13zhlcj7txM2ula+N8ythNzgIEmjJJ20ODTfV8/3klpTjidPGP6srXsTRDwvqKLAx4mLle5lqrglcad8Nx1Gcg1klNvElkXkSHGAkvaRHHSBERdKvHlKTwtlKYqCn5XiJIqCRc1+fYEXI01PIVVZWZVY39iAtRYHDhzAj3/8Y5z76itc+PprvPfeezh48CAee+QUFuYXsG/fArQ2+Oqr8/iP//gPbGxsYGZmBsYY3Lp1C++88w4++eQTdDodDAYD7FtYwO3bt/G73/0Oo9EQ3U4Pi4uLOH78IRw+fAi3b9/GzZu3cOnS5bgxhLIgu8wai6mpKczOzqHb7WJ3d4jVldX/l643bbbruK4E187Mc859942Y55EEAUKkQEiibEtVlmlLrm5bEW2XI6o/lP9edYSi+oNb6lCHLavspiSbs0hQIgQQpACCIDHjTXc4Q2bWh713Zt5H1VMwRAL33XvuOZk711577bVx6sRJnDp5Eiura3h65wkePMhTafTeL64zoGlq7NtYR9cywFRGwzmH8XgMIsLHH9/EL15/HR9/fBNN0+DP//w1XLlyBaur66gq7oL+8Y9/jGvXrnEQFJlF13XJ/kKDunay6xrthwE7OzvY3d2FHzzWVldx7uxZnD51Cvfv38ft27cxne7i3r17qeQOMHhqmjrrgSHAoeL1GjwDtflsjqZuEtiZTCap4xrgcv2B/fuwvLyEzc1nePTwCZaWxggh4LnnnsNkMhGdVUwgeWt7G+++9x52d3YwnUzx6quv4rXX/gzHjh3D5/fuYTKZ7BGwc5mPPSKZdnMFkK5rQl03cNYmkGmMYb2xdDKH6DGEIYHFMhFSUJg/i220+DVFd6nEJNbNaTk7G4ZrPOUENUilQAYlGLGhMSb5p+a97RFUN0b6Louifh0LqIlaigUSq7kpCvn35XqU4djY2MDVq1dx4MABXLz4AkLgGcAM0LmpUEGmzoWva5vcEXQOMISBVOeIdBAtVG0yC0pkZLwZ0sQMQHXwlENgOmCzzU8ApNNXYiXlph9I3I6lPZIxRUVBryMDhCwNMslBwsr40n4Y8Lsbv8OH165hPB7j6jdewbHjR9F3LXZ3ttFLibGpG3jrUVfsUzt46RwObSIqlOHSSSPGZO1YRMyG23KmqSG5MVYAAe+rqqowhAFtO4chm5ods0UXj3CMoReJRUwl/5z0F402lD0cAZncJjGcz0bWJ4IIlXaxe77/JPeMDetdlgcoqRBZl+tTJ71LzgK6Z/nzZdoNcfUvCrAtr5MTNIvl5bFUpXhcJyKEUNAyONL9HvwAL9r9iIBAPiVYaUIcpNGr91C5DgkO0d6AGEqrIUqSOfU31P0QYgQ8JzUhekTipq4gQDiS+luqfI5L6K6qYI2R7vEuyQy6vsdo1ODYseM4cvQIzpw5g7fefBPXrn2If//3N9A0nHRvbGzIwAmkc03JH8UJpftHjFGGtYiHNmVP7CB60ORAAGSAD2YtKYK7qjPICgBMYgX1AiJS9CkOSF2EcQ8DqB3aUbJNLnmTEWAa2YqG2TT2nkLMnUcpcOgDBNLfpJ80fqssWy+8oAjg2c4mirhXA7e+OclKJwIINqF1ggJBAYMScULIAZBZR/HIMnmDJsALsNC+KNnkh5ozvb2l/5TZA4hBsmkjHVLyObyYM8Dj35W5pogFA8ITPJKeNR1QDBJ9AvL5M3ktRfAoQjlEZLHprG1epNzl2c61DFPBWh5DGIJH17Zp8c4mu3hq2f7jxKlTOP/8c7hz+zYePHggFjxf4ujRY/jm1Vdw5/an+P3t2/jJT36C+/fv4/nnn8fKygo+/vgmfvnLX+LZs6e4fPkltnNxXOra3NrC44eP8Ktf/QpLS0s4f/4cmqbB5iZnaAxUaiyNxvC9Ry8lOT149+87gEuXLuPGjZt4+OA+fvHL1/Gd734Hx44ex+bWM1y//hG+/PILtG1baLmKkqX3uHfvHm7f/j1OHD8OQwb3v3yABw8eCmhgVg8UcP/BF7hz5w5mszkOHjyAv/qrH+K1115LwfeLL77AO++8gxs3biaQoP+fZyfz//OcWWFBg8fQtcmOyQ9cRun7Huvrazh06CBWVsaYTHZx9/PPMJlO5Hvk8qzRZ095X+mf+T4Ht070mFVVYVSPYMCapaqyPImmauB7bjqazeZYWlrCvn0byc8zawpjauBR5qLvO8xmU9mTXA6DJEh93/P4xbrBMB7DDwMfoJLsGFjYwNUK1pVxJu6qCp6NEJEkIcVc3zR7HlliozpHnYiRWEZhxLjsI/tHvBD1OzhnYV0GfAweZDgAEUAMGFO1AUhgLIjPKh9SFiBlwzi2lKBx7wHL8EqbAnN1SMEuM1kVTp06iWPHjrA+iwx2dycyMjDPxuUu2l5mkKuUR683SnmcD9pewKWtuNNXRw8COgtc2DgCNw7KGvAxFCJ+YUjCAGOYfMgjAOUMSTdczgji+5Qs3iKX1WF4QhbycQSAErBln02TZ/gSgciiblinfPfOZ/jotx9he3sTL7/8dVy8eAnNaIzd3R20sgd0IhZpF3+MMKTztQcQ+aKbn2Qqj6wbDyBKObfQGlpLGI0a8MQTruIYY9AQg8S+6zDZ3YV1tbDXbBZe1zyNhpuoAOtqsP8vFRIx/p7OWMBlmjFGdhgIkc+DBJ6kU9gSlzPJD2w/JcmJjg9U+6uSeYwB8MQMcG1rJimiSi8CnDUYjUZpXjUDMNabgtjFoLLcTEjGoBIbs/X1ddSuhs6cr1yVAPnyygoqV2EI7MPITbIRiOx3ShJQFB8wUB6ke5xBoLq/8P7yAHoYYpYcMOiHHtN2l6cO1TWP7jQkoyORmrK4RM6JaYw8u94qXCKCtbzvlD0LMn6QUVREbIHB96gqh30bG3jx0mWM6hG6tse1a9cSeXL16lVsbGwk/MBlaF5vJHu17N8go0kTpSpG5KUokgJu4DX6XiGw3EPWinhKm5Rxqx8TAyn5QgVLl380cBCMM1hoZgnCKhILVSkF30x559WqQFFLCmAgp9k8xQS2dFPmkkfOLDQzh7Cm6VcW0CZE20OJCUzvoVl9pIWm8liwlBp8NUjmz9dJEPm+6ObhgyVkKj+VvyjdL0HJElz3lMWL763CfjK5xJ2fSX5P/SP1smIH/iBdtzGJuPWZhSTkl28spZQYudub/cFkwZg821cnF+iBOJ1OYa3FuXPnEGPkhRwj5vO5vH1E33vs7uxgMplgZW0NV1+5ii8//xy3bt3CdDbFzY8/xtGjR/Ef//RP0Q89/uVf/xWffvoJXn/9dfzqV79Kdjxs5PoC/u7v/i5p6Pbv34czp09jPpvh3ffew0cffZSE4N57bG4+w8rKCo4fP46mafDkybPUGR1CQNe2WF5exZ/88R/jyy/u4Sc/+X/wox/9CO/9+j288spV7O7u4s0338C9e/cwDEO6R9q5fejQIdy5cwc///nPMQwd/rf/9L8DEfjgg2t47733kog6aSsLNsYHj8lkB5PJLqx1ePr0Ca59eC2Zjbdti9lsVoBGn3RKzELORasXZXYz+0zu378fs1kLMsB8PsODB/dx585tbG1tgw3iB0l6pKQVNTE02NjgsWrBcxONDx6jUZMMaYe+x2SyC+8HHDx4EMdPHEcjc7N1vQ3ew7kKKyurckA02Nrawnw+TzGhbedo2xYbG+v4xje/hRgjfnf9Oq5fv44f//jH+Pu//3s0TY2mrqUD22My2UUMAfs29mH//n3ww4DRqEHXc5cuB3IkXWPXDxiN2Gy8jW3auykxBBJQUvCVJSFaas1Akn/fLO5DyntEJzRoYsnlZ2ElIck0kEarKkAL4asJr+45kMafkH3kvM6X1+qFkcMwMuhSXRJRmubTDx22trdAIKyu8gxltYXquj7FMt7/zJwMg84ZV7C/yGJybI97ACfv+ZxkLwZjlVuEVG7KsU6ficqH0j2BymkMvFiQcHlYnpvsK6IgBIFl5kcPbq+DKHI3vH7PGCOsc2gqnj9vjMG1D6/hxo0b2LdvP1566WWsra2j7Vp2MRh6dH3HgFHiW55RjmLNELznz+eGtipZnHU9d177wSNQgHcWMboFSUQQd3lj+Wzqug6z6YyfiQN0vKB29nI84+EXJA0jql/j6TFaLjaAc8zEaVUp8DpzMhEsNaZYsDsH8mfp+d5JZ69xvPYUwPkQ0Lc9e2mCuMEixvQMnbUYy5jTXioyHA9a9H0Hsg51VbEnbs1nVnR8rfe//BKPHj1C8OyFPB6P0YwaVHXFk7BGS1Kmjno6QoqSCFGb6jr0fYf5fI62JQTyQJQSvSTvg3w357ITRt97TKcTTKYTWGOxsryMemkka3pADAxwCdqMxxNv2OWESZYQ2YfWumLSUdGcp+M5o7XwAzD0PaIPWF9fx8mTp/CDH/wAbdvi1q1beOONN1DXDS5fvoz19TVumkKESnr5rCn0iiKhgMa5qL0d+rIoxI/MjU9SP2HDJQ45xm1Rby9nhVGDAkcIzbIZuZNilfQmqbxMJFlhkA2snlBIpVD9AohANAY8CkFAt/yuMSZpWFJASYEkZ7v6e3ydAvMibxwCu6b7GGXKo846RaJjtWyums0cCEm/IrT0LGqQhQOEWRMORmooWnZjakDUQKhs0iITykYL2eIjB2X97zwf28A4PqSY8nYLh5wwz6nDE6k7O6Typg5kLz/LOYuuZR3caDRK4GA6jej6OQNxY3iOa8/daArKiFjMPJtPsby8jP/wH/4jXnjhIs6fPw+AMEszWpll6fsBW1tbqOsaly9dQu0Mbt/5DM5xxrq1tYXR0gjf+e53ceLkSbz763fw+v//Oh4/fgrfdVhdZa3cX3z/L3D5pa+h7TpMJhMcPXIUf/9f/x7/9sa/460338KD+/cxmUzSmlldXcF3v/sd/PCHP4SxFrvTCaxMg6iqBltb2wg+4PChQ/j6y1/HBx+8j09//ynee+893L5zGxHA9uZWKjc3DXe0zedz7N+/H3/xF3+B+XyO69ev4+c//xfcvHkLVVVhd3cXz549w3hpiZnZtkXwwNraPhw4cACT6QTPnj3D//3f/zu+uHcPyysr+Oj6b3Hz5sf45NYnaNs55vM5tre3ZfQUl6rbtsV0OuEpB35gj7YI3Lt3Dz/58f+L559/DtY69AOPzZpOp7h+/bd4//33Me86nD93Fldf+QY21lfxxRdfJpnBMDDI+s53vosbN27irbfexJ07t/Hg4UOcOH4cZ86cQhgC7t69i09ufYydnW1cuHAR586fxfIyT3uZzzt8ef9LbG/v4NDhI1hdWwcRJV/Izc1N/O3f/i2MIczmu5jPJzhy5Bj+7j//Zxw6dAg/+tGP8NOf/hS/+c1HuHXrFi5cuICNjTVsbW2j7xkkMkummSYE/Axsq+J1v0pSaDLLlFhJEc8bIgRhW0twk2MbNxxo+Zl983giif6Zvj6DTN23PP0DRrpmw8AMF/JrvSfEaAW8lzGAv0EIAUOIIHjRl0mzlOgljXHCYsqIM/18iRHc2Mhm8VVl8cWX9/Dhhx/CGINvv/ptrK6uShmay4daeSpBIBtUOwFdAJdftZtfmw0lDku1R+OfXuveior6YpJQhgruFNhp3FQAlkvT/FQ51rEfbtm8CZPBfQw++/fFDMqNYUaUiDWbXsrcFdhOy1qDp0+fckI7neLFF1/EiRMnACLMp3N0PU8BMs5xE4pelqy4vIwY1FeuQohVOiNSZU7umzUWVWXTmlZvYZVhOetgG4fB95hNuLHMGgdnLMLA90YTEGaitQysvsNSoQpcyo1kFu6vj4W8QRIfdSPxYUCMEH3fwKCi4e+irLcvRk2GEBAiN18OvoejAIJXOb1MKrNYX1mDsYQ7n93BG2+8ia2tbT7LvMo8MoGkjKMtKoX3Hz7AZMKd/3fv3sXbb72DL+8/wHQ6Q+XqNLqvaZoUL0xybOEz1DmD0WgJhpz4Ag/MPkuy5sWP1dka+Qlz09va6jKcrQRU8nPVKlSMEVEqJFqdC0FjNO+NGAkUuA87CoETogdZwEST+g4M8fpmx5OAtbUNHD9+En/1Vz/EP/7j/4frv7uOf/7nn+Hp0yf4zne+g/3796OClq2zFIL3pjQvQcvXOpVOhhsgN//lWBLEo9JIc40kQQssYAJkGVAlKlPZiIxs0qG8N2DuzeLLkoqWqBiHZduKvNtyxp+CF2VWdO+InBxo9Pf1/aLweMoqAkGQJS9uLbnordS4RIubW1jM/KJe+H4AACAASURBVJmLDGgZCEt2kg8OX4BqLW1l8JwCXAxfee/yJw+tF7NPeS7KDOhBoQyHjRAhOd8H9pUaEvPgrBFzW8ARd+e24rWoTJpm6GpTYeW56QIOIaCpa6g+Yj7njsJTp07j2LFjMollnvRSnIUO8J5Hcj3bfAbrLC5dvoxz55/D1uY2fD/g/v0HqJoKzajB2XPnsL5vHRcuXEQ7Zz+0qqqwf2MfTpw4geADHm89gh88lpeXcfbsWdRNg+efew67O7vpOn3gv3/hwgs4c/oMJpMJqsrhytUrOHDwAE6dPI3pfIq2n2NjbQPnz5/D//E3f4P33/8Av/nNbxCCx/ETJ3DkG0dABDx99gwAsH//ATx58gQxxjQz+8c//jH+7d/+DR9//DFOnTqFy5cv4+DBg7j3OXeS79vHepTz58/j6tWr2NraxM7ONn79/q/x4MEDjJbGuH//PnZ2dmAMH2S7u6xHvHTpEqqqRtMsoZZg2HUdupbNmI0xePTwEf7pn/4Rb729jycCwcN77vi8f587nk+cOIHv/Mmf4JWrr6BpxtjZnWA6m7HtSu+BSLj84ov42tcu480338CtW7fwD//wD/j2t7+NI0eO4OmTp3j7rbfw+9u3MQwBJ0+exLmz57G2uorDhw7ik1sf4733fo3Tp87ir//6r3HixAncvXsX73/wPn71b7/EeLwEBm8WXdujbXtUVYVjx47i0qVL+O1vX8Ibb7yBu3fv4qc//Sl++MMf4vTp0xiPl9H3A1bGa8mIft7OZbTmCDpNJWtKqzT6kciwIbIPKQ5pc5Tu4XJP608u/yKBxsW9KUCBkGLl3r/PuiPuIDYo7EwQ0/5XEKosPldwtJS++Lmqk9KGjjL+WmuKcY3MIIxGDe7f/xLvvP0Obty8gYsvXEzm9CUAzpWYvUA6J7Q5brFUJVdYDDMatijjB/Zp9INfaOoqrUm8NP8kfogW7533g2jJqlRe80XcKytLqusGkfgOSrQ0hpmvQialX4q17AyWGrEmu3Hjd7h79y6OHD2CK69cweraOrqOWVlI7LZgLergvdgEmaT51AqStWzibQJfJNvxcAJiIh/lVhrqtIrj/WLjB3t5Wk4C+w7WshUTW/gIi1Rz8tH3HaJ0w6vDSETWviEGBrvGIobcdKelYGW/I/Hppx3JauQfQkBVuVSed1UlHcQyoMIrSyrVuRBTTwCBhKVbwfLKMj79/af4l3/5V1y79iGm0wmUviqfJiQ5ZJKn2Fsxv+Tho4f4xS9+geWVFfRSDeKJaDYRJc6ZlPBYY7G6uoozZ8/g5KlTWF1dhbUWs9kUIXoYYxFiRCXWV9ZposhAmSsFjaxxLOxdXbcgZny5ZB8ymQYDSzXI5mWrjWcRMsyjptT4pUbvADBvW4TNJ1hdXcepUyfxZ3/2ZwAifnfjd3jrrbdw+PBhvPz1l7C0NE7DC9J6VDAot46n7Al2ITUHF0wVI0LhLqL5eXqeIWTgSGKKqiUYSBkmByRmJHle8eLGLgFUGThLAFhqwcqAVFpcaOk66JijgiVQVpTtIPJDKpkBRcNRWUhkUJmuS2+YeKWlB128X7o2uYmcqeZM8A/9Tsk88PfSUtfin2fAS+k1eRcsglF9Hw1CqVQOBsU5SFHSCJmCIYbcUs36AUrNCCr2DUGnXGQg23VdKo0m1sGY1B0WVK9ZAOq+HzAMAXXloKORlAkDOGuMlH3Ztnd2YI3B0niMum54mku/g8l0CpoDdmJR1TVGoyW8/PLLqbuQJwW0mM/mPBN2zrYuvcwPXVtdxZWvf11YGP68Try5nLXY3NzkEpMhXLx4EWfOnEFdNZjNZvBhwND1WBqNcOXrV3Ds2HFcunQJMUYcOXIY+/cfQAgBT54+Qdt2OHBgPx4+fAiA7WauXLmCGCOOHTsGYw3OnjmLS5cu4fDhQ7h79y5++1vxymvn2LdvH773ve9hfX0NT5885tJLBFZWVnHu3Hkpv9T8/pEP28lkgpWVVZw+cwZ1U+PwkSOYz2eoqhqnTp3GxYuP0XcdECE+fCExAUQGBw8exJEjh3H1lav4xje+gZXlFezs7GLz2Rbm85mwPxG7Ozs4fPgQLl58AZdffBEfXWcPu7t37+Lw4cPY3t7Gp59+iul8jucvXMCVK1dw8OBBOOtw9ZVXcOfObdyW6T0AcOz4Mdy4cROvv/46Hj9+iMuXX8Ty8hjGIBnltm2Hzc1nmM9nuHDhAl7++sv42T/9DO+8826aWLO2to7ZrIFznWT3EX3HkznsWIT5noObH4as2YwFI1gwQlr2/+r+lL2YErRSelLu/ZjihCVKr81VhxwXuKzKBxpCThy1ghLjYvws45BNCaPoksjlgA49eIpmHEkgmYnTTv8Kv7/9e7z//vvsYPDKKzh48CDmbW70Ahabgsrr0bIrUZnoLhIEbIBclKXlO1amgkY5Q9l5gO9PbtALRDBWNJ0ogGPwUj7Nh5yR2FYCzb3VIrVCikHOEWslHgkUSSwb2/C4ijV0O7s7+PWv38O9L77Aq6++iueefx7WWUynM4mV6ZFi6Dq0LU9pqmvW7qoeWR0t+n4Qtk7nj8fUSFoCaZ3ilLyGKyNTuqSCFIHKOYRoRPsoiQJE82pCAo1JUgGkJtPyWelaNiHwJBth9hgkSte51HdVYqMMeuqHIAPjLFxkskEUc6wXlMYvUigo5/DSqMH6+hp2dnbxm9/8Fh99dB3T2RTWsbG5kW5zAidHZNi2x4s0I30HXZ+yTjY3N/F089mCPyGKfRoT88x3ZXl5GXfunMJzzz+PFy9fxuFDR1jK0rXM1pORqlJMwDs3ZSlOESAmQ7EX9oN6YIKZb/aDNCBYWFMhYkg4h4Fm2SDFjg8lIUdiCzdvZ+glCTt58iT+9HvfAyjizu27uHnzJg4fPojTZ84wAeRDcb35dkQBkkqSGe3TKOJAwm0g7mIndT3gZ+n0iwLaOZs3BaUStTZVFBk2uMQACcb6kwIfGOyxFmWRmUwbvMga+P9j/mzKsyLz20dE+BQIQLwoyyCmryvHOCmoVGud3FGmondtPDEL30VzHb2RZqEDejHAL4BnZLPcfNDkztiSmdUSM4r7UQbAvBiVHeUr0/cko1tTMhtEkCvAOfHB5j0fPM7xdA0Qf7cheM5kQkj6R+3uKhnl4Ac2/hQrCbU5IZLu9hDghw4zz4JxXRcMWgIsLNhiSKQLXY8uso+esw5D3wMmJmKll+x+aqbQubYpUPiBjW+7PnXy9uCs2DqLSrJNnb8bAn9P7z0Lx2NIAWo0GrFx+YyNy/u+x7ybYdSMcfz4MZw6c5IPlhAwBNZ7rawuYz6fo2tbbG9vSomow/rGPlx88RLOnz8LEGG8vIJRM8Ko4SkvK6sr8L7H40cPUVU1nnvuOZw7dw6TySTZC+3b2MC+ffuxtr4GWznc/v3v8fTJU5w4cRxtO8PS0hJe+trXcPrMSRw5cgS7u1MsLTW4evUVHD58WMpHA4J0Gw/CrrN21eLUqVN4/vnnsTQeYXtni5/F0OPQwUNo6hrLK0vY3N5CszTC2bPn8Jf/6S+xvLKM27c/wyef3MKtWzehh/Xz55/Da3/2Gr7+0suIfkDvB1x55Sq+fPAAPgTc/fwz/Lf/679heXkZT548wWQyZVbx4mWsrKxIssHaTO977OzsYHNzE6dOncA3v/lNfPDBB3j44DE+/PC3OHfuHF566SVhDtikXve52rtEgEeVGpMGBkh6DWPFi5H4yPaevU0H34u3XI510MwbACiASIFMbjoJKJIoBJiAtLaTNhERMaprA2QsJx8kLH/J8WNvQg0oANTKhVjyUO7ITIbkUaMVUqzyw8D3QJphjDF4cP8LPHj4Bb796h/hpZe+htFoCdPZLsdnIzE0yucaSb5DPmRUiqQHHoDkAUvEesOg7rByX8gQnNw/LTdqDOHvw8/LC2DJ5IR4KnoDa3QqBx+oeaoWM4h6kC9Kp6R7liICBXGfYc/NdCATisEOxM0XoxGePHmC33/yGbY3t7GyvIyVlRVMJhNuQDPcVYpeGsXaFrPZFHVdoa7zLHleRwQifkaD+IXmdSVdy2niWZRYllkea/mZ6sQeay1cXYnOm9e6lvuDZ+cNfd4AWz4hRpian6eL2tGbpQbGALAmNeJEkatwrJcRhEY9OyO60CHZyYUAEj1lKn9TSK4F1jrooAXvPawlLC2x1vmjj67jxo0bmE6nMJbQjEZoRkuw1jFwM0hx3Edp0BqkudWwpzARwcMLyxkwCCOoekplz2IM7HcKKav7iO3tTXz00TbufXEP83aGP/mjP8bhw0fY6sl7kInsk0tA26thOHuD8mJm5o2I1Z8xsi1RSbSxBE20k+QAmbITwaM5fRhSvOJyN5vc6NjfGLNFFCTJCh4IvsfW1jY2NtZw+tRpvPqtP8J8xjZ1168fwOrqOg4fOgRUfAKXxQS+JxpvNMFUjFf0cwAF8KaUQGhscHmzCamvWeZXMk4GgExxFzoWUm1kBm/lhys5upipy5coAh2Qm2j45kKCI/7wexe0aNjD6pV1/IgMFBWsagamnW9AhJXZquX7RKGWVVjLh8Dia8r/LkjNRLsTLZa5y6xkIZAAiTrWf0rLmL2MrQYm1TFp9pOuuxCzahbL78MHZxDaWe+fgkQQJfNyK9lzP3QAuCO5clV6XzVpVdZEgd0i+xoX2E1mKbl7bjadoWoClkZqzp5fo4J1FYRrNkaGko9XiD51skUM0rFnMfRdYjg0w8wJgKyjNOkorwX2t+KsvesGTGezopmFtUBq3Dx0ndhUyGQBzzNSs06JMJu3QOSZ1SEGYXF7IM6S4WtV1RiPl/DCCxd4c0Yusc1mU9CcsLa2ipXxMlzlsLOzAyKDM2dOp0aQ7e1tjEYNTp06hXPnznHJy+Rg4GXyhw8hgWwiwtbmFmbzGYIPWF4e49vffhXDMGDfvg1sb2+J1UiDV165itOnT+Oj67/DJ7duoW3naTrO1156GRcvXkTTjPDFl/fhrMXq6hp+8P2/xNGjR/H2O2/j9u3b6LoWK8vLOHH8BK688nW8+uq3Ya3D5tYWXF3j+InjOHToEIZhwOPHj7GxsYFz587ij//kj/HeO7/Gzs4OPv/8c5w5cxajUZPAAaCaNCdxqRNDXp9BYBySvEPXV4xqfcGjGuumSSzHYnUEKZPW9zMUdUnJ2tEmwsX4psl22rsaI9VnVYGl1IAyqyOHjibxkiAqw6L+empPFqRZttRcM6AWdsZySVj9HldX1nDw0CFY6zCbzSRBVBCc5T8mKC8gTJLuPUC6kEkaJvh3gjCepJGMZI6GsG6EKPYwAmr8IHyugFuJg8oUEvicsdbm0Z1RbcnK6SWFIbzcAy9/zvhFnn3U5pCQuucVuGssr5sGBGBzcwtt12J9fR1rq+tS0eAZyVp5aT27AHR9m5IXts5pk11XXYs0wTjRJw/yDEVEJS4ZGifZak6SA8vVtbZtMZlMoNN+OIlXSYODq5ycday902RDzw7VqGnM1s8iIRq4rMzxgaJoG4lSSVKov3RCpeuXGK06OX1Ow0CATmWRhhK9DmMsmtEI/TDgs88+w927dxFjSLr6quEmk+QYIJ/n1LrO6oARPgNCcZ6mvUGWKXpAmqakUhYGiYEDokzaatsOW1ubuHXrYzx37jxOnDiByhrMhx4UDSDNYJ1M3mIdfsEkJhKNfwwvQvjBow9DSvoockORsTq9RXAJZabeinF4SR6lmGNkiEDg884aC+977O7uYm1tDcePn8ALL1zCm2++gXfffRcbGxvYv5/9gkMI6GX9RxI2uLhmLaNHTRBNARz/l0ktwWVgyNQwv5met+WH5AdEluCHmB4sRTXTySzb4rxNBU2KoCl9hgKP8ibxHY8MZpPF0CLDp9f8h1g6zZAhwEODlZaq9HcUfACAhfpt5e+bYKgcVAuAkhaviV/jhdmTuxHyglbwW4LYfO/zQVWyskDBjmq5WA8SCcicTQmItIazFrIQP/40+3YYBs5IBYyHpKPh9x4iM3YV8Te3Ugrsem7GoNFIyhKsrfG+R9/zfeDMLNG7ucQtkxi0lAaQzOo0GIYe83mLCIOmZl/IADbnpSDPSTLpwQ+wdcNlmuAxSABX5ovvmRerA5fAcEgJDuuj+KmGBNq99zJDuMIwtIBYjbB7w5DGKhLxFAUYh6EfMJtM0c5nokFsZM2ENKGBLa3yLXHWwjhiI9y2B0kC1nUDrJ2zJkyz1YE1UwFcCtIDruvmGEKQcWrSxOYD5v0UXdehqhyqyqFrK1jjxAcNCTDECNFE8T9eymnzeYsYIw4c4EDTti2ePXuKrS2DpaVlLI1HWNtYxzeufgOXL7+IqjKwtkbfDRgvj2GsxdbuNubTGYwx6EVv+q1vvoozZ87g8eNH6YCvqhr79m1gY98+Hu84DDh7/jn8zd/8LdZWV7C2toadnR0Mw4D1tRX84Puv4fzZ83j06BFOnTqBRg4WQJPcnGxq0xBn92YhbvR9j7aby4EnWjTv0YlNUd006XDV/Vz6JSqbl8p/UcGLATkRusuvp+5iUvmIlwTS5MqNUbY0z54mw00MpLEJMVlhIAZYV2XWXT1to8bDkJpF+JD0MkrN8LqliH7ocPzYCXz/+z/At771Koiy4D4B5ZRgZSCpkIbAcV742NRAEZGbaRaztZg3ALLuL0RtCGD2VmOjBDMQLIInANmPTpkShCBgwKVr5OeSE1f+xwLQDmqZYS3vYa14+BFlSxnwfqzqCpubm3j3vXewO9nBxUuXcOLkKfSDT+VBiG6s73q0HUtelpbGGC+NARi0bZfiinMOrnap4QOGp72whY+DsTyHnkjBuJIMJHZh/JlDz3OoQwigKJ36phxnyZWnuq6g40f5jJDzqtCw6tmsIAYAggA1VzlUzqDzPALTVQ5W5o0PfYe+98JmRqhtzlxGmbJrwRJXZwwz6jwGL4iejq2o6maEne0dPH36VFwtKI1CdHWdrn/wHsFbeFKwLrIUwQiGxA4NXEmJIQA+k0hBdKfOVfz9owGp160zsIH1v4Pv8eghG+EbY+AqArUBfgjMZoaAoeMxiVytcynGKNGUutWjha0covo6hsBr35jU1W4MyTlacQIpYC0E9v60yhgTAUOQdc5yL0iiGcA6zMEPmM9bNM0Ip0+fTrrca9eu4eTJkzh99gxcXSF0EV3Xi7G6RjO2CNRqZf5hIioW7GNaR0rgxZiB40JptPRgTGySdskJm2Qy8GHwGHPM4KWVLyJIBpq0FgapMWYPu7lYcg5A5C7Ekm1L1yl3wcgpbYyRzAly6Aqg0lulh4CAJM5upeeachNOTFn0oqZRDyq90bnbD8LqLXYjKrBJj6T4j0VrosX/VrE7EaXDQgEkZ2MaFCj5VFkr5QRS1i+mRFG7qiO4y0s736MuxaATNPI9ZuaMwQYMTykwIHiKbF4OIEBBCUkwEq82od+dZZExWx1Q8oZUwXw0LPImIRMUDEQCBtH0pIBqc3ml73vpDM+SACrYaWVB0mKEnmExdYaBVNfDQHM6mcA5i/GYGa3gB/AIrwDrcrnPSweuq/hg0O5qbsgoLFViSNrcgfj1qbgWdTYtC81DIGjpg3VEMrfdZXsYLwbUQ/SgQZKiqJqoFtMp0rokEo86K4x3wTSkdQ1eM33XSomwQbA2jTqLYGuf+XyGuuFRkCvLy2IQ7tC2HdsESVNVFJavbzu03Rwry2McPXoER48ehrGShctkIWb7tmGsxerKGC+88AKsMei6DvN5i+3tHYzHS1hZXsOVK1cwmezKtWdbKXUl0H3YS7d/VfFBzaUxOVj7Ht285WkWVQOgQQAnJIPv07rjhD9oiEj7WgEfJ2tB8gLefwlYqpWZJAya0AShBK3lZ8y/VgAl3dsMb2B0xHLIWkuycjhGEuAvya4luVZlGAu3CEJiyzVJOHnqJE6fOY0TJ4+LPlgcE2TWmE61UWCqjByvLPk7qQhoK7Hq9GAy68qMimq4y0qHrFEi8fxcPJAUmOu89ix7ioB6ywlTqwBd464xQAgdSLSoFrb4PllHbyRpU7eJIB3BtqpQuQoP7z/AtQ8+wHw2xYsvXsLJEyfQtx2GvocfAoY4pJi/NFpC3VTchOEqeN8jRo+lpTGahptdNImp6kqaKirRoXMC07UDBi9d2gRY4+C9xmyuEDRNhaauEoBy1iBEPbOyD998PsfTp0/hvcd4PMbKykqqgGj5PEbu0oeyYURwtoIRJov1pWKULaB76HvMZpxgNs0ynzvKUBdVJAJSfNZmMOdcklOptnU6nWIynSKAY6sTH1EElhQ4Z2AM+7J2A0/cCZEb/KyxqJZG3Kkuz4+frfhgwogfYgdLA6x1srwZYBtnAdHQVkPEMPWYTuaYTmeIkXXIIOlA70nO9JDkUgAz2mzBKV3s0sBirYz0lX3L1YE6aVuHYYCLFq5S309N0uQznBWZV0AYBvRDyxIxa4TIkfgCYkY0Ip2FBw4cwAsvXMTjx4/xm998iP3792FldQX7DuwXWQjL0XTwApD1jQCE8JIThJQ41AoCh6tsuUVwerjpxk26NmjzNiX6ksubHmr9oEFLA1VRFQAko+RrpKQh4vM8FoxMDrh8QHox9sylZQ08C8gXOaFVbZGi4QgBsoSUsSoLSBJ0FNyUAnVIAFYLhxQUC4CnKJyxh2om8Qd/Mgm3CGLK99oLJo3JAHsvWC7tjHJJjbNP/YZGgTmUKSlLIXoVMf8v8CYpBf2QPydrmI1xDAyHfkDwXkyLeU4qkBtyECIGYZZVa0MhIFrHm4PkMDA8naGuG1i3aJpuncwHTuUNZhDIEHrRD/kQYGTebBKaWxLGRw+qxXucpQJcg1MdprEGvveYzWZomhrL42UAPH2FQPAhlwOJCF3bwliDkV1CVTmekRojWuTExHv2kbPOwUuHr1orOOcQKaLrdR6w6DqDgE3JQAlIkgoFx0Y2PZeSPEKglPjwoyjlDR6D52y1EvYjvZfsv4hiZrKU9rRcPwxsHq7OAFz+V5sOLs2rTY3+xMgjJvu+xWy2y3OoZWYvT2HIHoT6nXgNsqZ1Pp8mUDSfz1DXDcbj3HAwmeyme2aKe8PMWExAKaoHouxrsdNN4E+nPRAxEDK2cFKQ+1OWiJSJTglBSkwX96Le2hyn5PWQNazX69UKjOAcl/h80FJ4upsSxDXjV9CYDbqJFDjmGMPspc6xl31AhLbt0HUdxsvLsNZiPpszMyXXjAjAKvj7A/GJkLo0GSDEPXtMFc3yoRLnNQrxlIqsAS3XDFBoueTvVQ+ur0msLOXGP359SMmQzgKnIoHWiVp6sen5xtJOKaZS4mQyxaNHj0EgHD50GOPxGI8eP5Z9lcvJPGOd5SZ5DriHtQZ1PYJzXFUZ5gOss6ibCpa4iaQfBm5KiY7ZS4kF3LjIjU86A7mqKjjrUNVisQJe69Hr85ZD3bMufXNzU8zaDTY21lHXNWJUSdYit6RVHesqUGAiZ/BcYmXXAocQ2PNQvWsV3CtotNahqRusrK2CiNDO5hi8aFohdnwRwuryc5nOppjNZ4AQGcZwwsqfYXnGtOPzxQ8DBjHpJ8Mm/nXVwBgSD9s2NeHAiNG8kEA+hOQZy3rNtCxlo5IAaOlkB4+FtcZiIL5f1hhQXaUEJHgPH2Oy4Bl0jxKluB1kQ5VVwk6a+OAqnvscA9SSiYR0IWExg8TkvmfPWb2HRIA1uWqn+6TvBywtjXDp0kV89tkdvPveu7j+u+u4+OIlNkSXhtgQ2PdSG2V1lCon4iqF0b0juzksknkaex1pOUUAA7ed60bVcldCQKLBCQn58i1KtW0GmQuWNVlsnj+8FGLKEo45CIOKA1+QaASzLlQEm0BWstHivTWARn0PiFybkAovBCw4fUOwv/fohx4REc7IhIfk28jfTwFIZhdiCpR6ePyh71QGyzIgL2oHkB4eyu+pTFShco0xl2fyvdZ7F1OE4CBqkwyhPOwVT0eZFUogWShskmoiG8XWVHOWJf8QcRmVDzpdNwxYg+/BtgU2f29DQDQ5OxVGrHIVg7PCEoK/f4Q1InsXc8og3YgBlJsewCAhEGeufK90LfP1JPYHPBazHwBgQEMG5AipFEB8KETRUaW5n8TlV9U3heBTY5Bm+yqvSD6hBXj2xL/Dh2hIXmSVtWwPRRH9wFojFqTnUVoKPILP5U+SCT5+4IMvzb2Ve9f3Q5po0Q8sKVjQAgm3xc+eUpYOJqx42lC08EMPRP6ulXNFYOcS0bxtYQx3HrIei++593O0fY/B8zhK1vC49HmsJWWhudrODINOJ2EtqyUDPwyY9D3aGUsIIgU4W7N4XoJegWk4UfQBgfCVQKc6OG3+stYwE2ONTC0pKgMSFyJ80bUrmtHU6QgYq5YjRTIHLyBTu2QBghXDZSdsz8DTaog9GJWR8Z5L7VHAICEngMo4a1nZOjZoLnXM+qNNJCC+15YsnHV48PAhrt+4gRPHj+G558+jbefAfNGL0klyj5iBt8av6LPnG7OKYU/sQ94LkLApoJcEuLF+eLFqlBJGY6HsAxkLTxGh6xD9IAelk4oQv4YTh9ysYEUioiVtgVeaI0EBJo+004YiSXyNQVPXQIiYTDh52dhYx9raCohi0ewSkk7TGEoMVIwG7HPhE/gNISZD9RGNYIkrG0OxjzKbI89Bu+Plehlw8z3Ug590jYk/H1Ki4uCqgGbEk6m4aSm7WITgARJ9J5gB90HlVHzr/SDjDy2hrmquSAyM953jrmsfAxBtYgGrqsbyeIy1lVX+nMHznpKYXlVVqgDo9cxmM7Rty2buqd/AS+VM/IkBRD8AUZNowBiW4xAxEJtMJmi7OaqqZvspyHQlRNRVBTXLjzGirisgGvhAGDwTIFF8qcvKqbJwBpzoqJ9lPwySnEgMNYAlMVKn7ONsHFdXSM66QWJ727YwEYjG8GCNQp/rnAWIAR1rS9U6ySTQlyYrCwZMjgAAIABJREFUEUSOphhBXRWAw4cP44UXXsDdz+/i2eYWPvnkUxw/fhwHDx5AXWmXNRZ+opxLaW1oTDVIr8+e1J4TxBjhCFlHV2at5U/+bx1hVYIUghq48muLYAsGXEIuQBsTlPsqAZUylyoY3XsN2mZPC9cTUydx+TohCDQMpcyXI5ywN3s6pDlrZW1I0hlIAMiv0w7HrDFE+i6aGSO9Vr/jYgmeEgjVYLvILGZPqL1szqK1ETNh5Xfn3xF9SeBRTxpkOZON0pGXBeLpqoprICJgkHtbMCAMELQTXZg0AD4M4uNOSduljEHJ2KYyl76fHJA6M1NZ62whIxmhDyDkPzOWdTdZnyV+fIZAyfMyM07JfgIDwrwVbRJQUQVPHLB45mydysuucjI/2HC5npg18V682UA8ng1BylTZQip4Ye9M7qY0NpuvggyqpmGA5APmbStgJBsEC90kzINYi4S8RoeBO7yNYZZDR5kB2sHIAGKQugkDfgNnZTICLYIvI3vWB2FIIjOpTVOjbhpMp1PMZjOMx2MAwO7ODpqmxmjENknMCshBJNo1nc3r6grz2VyumZsKmJlhu4u27aUEDayMx6icBTwHXxJmIVIAOemMllKbNkEQgCHmWet6AKhUQvVmo1GDCEpTNohkgomAkLxPKVUqYkpMVQ5R7HUsJn8KgBS4GTHfTnpJXeSkh7eaA7Ouyw8DIK/VCTQ+sjcea9pEV6kgDHoNmsBQWmMxRMCq9yTh7p3P8MH778MQoanrhSEAeu3yNVNsK213IpAqT3uTezXyKNlvYzIAVtN1PQfKuJv+HTGxpBId2e8SRjwSbZKBAMpjKvCTErBhVjvZxShRoM8yhvSbek7pNTQN63ufPHmCuq5w9tw57Nu3j8G+76GDKXQtGZErKKDPnpzcHV3XfD2a4McYEQZmePN7GBhZnwSuwnAjHU+x0XVcMuF8flg4Jwkl+PdHziHGJk1DGS8tIYTsuwsiVI4tkJjx16RcwITcGEtmoUKhbJ0hy2A8sMYO4OkvTV1LwxrQ9yxfGfpeGix5faTvapkZLGVZklOwTh7aOCmjDwePUJBFMbIfaBf5c9p2zqbZYFmWEl0wHOc0ZjKAZR2+sRaIc7SDrI+CxEkSM+LqKhWAMMTIs8+dNLBFyJCSonnVGDEttwl3QPYQJ8SinYYRWUPW28fAtnhG4rI1FeCEiS/WKW+gKL/rUiW36zo4N8bFixfx6PFjvPveu7h58yYuv8g+ws5VaNHlxITynixqBbk3YNC9IiML5D5xPMnTKouffJjo5s7Bsei6hpZr5YBGDjQa4BYCT0Ig/JBN4YCpC0lL1MpEsF8goC9M4SJqaT0DJ72pVl5o9JoQEwvJf0UJfObvIhubImAWGb+9/xR3Jh0g5b36X4Hu/LpYgMrirpucQSh4zCWwxYwos5L5oEvvHdg6RxksnWxTVXk04DDwBABjDAKFYlHYZACu7xWJhPUa0jUEOTTVSy8gAsGzma0xoCofMNrZm8CdsH8U2Z7BVRWaeiTMYy8BUjUzcjhQTP9ORNz9R3ofrNg+qFh6SNZD5WKvqgoucNYFSJOQl+M3AJVMAFBt4mg0Qi3Z8uCl7BcV/EaxrxBPNhPBQn99/jULj4kYoDqHUVPnspSAZTIMLqwxwuAUzFFqzlDfMqAb2jS3Ngp71/cD2pYBmXbRcaY9LKwN/vcAkAjzF1hSDSIBXT9P4n7t+CMiGc3VcilHpkGx7i6gnfXo+iGxl41IEJSRtM5hd2eSuk15XRsxMfYy3cZzR3hVSXLrYcRSKcLA2gpLS0sgEsNo2StBkkkfA3w/JNNf5uv4ILHC0lZVvcA+GsnylQVeZPUtLz3ktcRMouqqVMMszUol+2OUIfcwxIxiTAkhrxU2oOZSnI5tK2MFf4aFTs8qARcgjJ40eagtGsCHZxhE9xUZVBniiUxbm5sYhj6x1Iil5KUkBygx/BqbtLlEbU5UyiKILE350ARKJQ0MWiAJBeWEdU9sCyGAbHGIR2F0LK/P7Aqh61WbhJRxIwyDlrdLckOOxaCnQa5s6A8R6++2trbx6NFDGOtw9NhxLK8sMwjygwD9KkkLNLGzBmn8I8mBzgDXSSMOJ41Dx9Y4lbUwlUsAqTzP9D4S4oLDBxF70EYjOj0CEweSTLBOnJ93U4/gLJteJ6eIGKXRxabEDuByaZYp2WIEZj5/B180IZGOzeU7zJNZKiB6dO0cs9k0AdVUHlYSRxp5IhaThSBkCzeE8KPzw4AQIAws/70mSADSd2KPVkKIHv0QYaPnKqRYVhkn7Ly+PwhUWd5/ZNG183TuapKrlTNdYz7JwwSYxgCtcqoHrXOG94IzYu3leABHDCCJL7VzYnFlEIOuWZnoI7ZIhlhvCqJUZdLkXivACvhC9LCG46X3A7quR1177D9wAJdevITP732OrWdb2N7eQYyAk7gahpDei49aTipCAEIYcnyRM16tm9T2SnGgW2TJFNVmgJayHiCh971MXfm7OftW7UAGQc7mGYmgALVVKA95PdBI3iBliMg/f6jMmz67CFL871qWlWw1SsZfBI+0MSL7LgXv2e2++LsSvOnNU30CYv7+euCX90SZt5IpVWCVWKoyC4sqCcjvuXCdxqTfX0i+NXsoEKlq3owhdB17PT17uoUDB/YL+GKmS4HCYqIgLEQkwHCpxSNrCE0lDVNSiuAss2AihHVkf0XkvxMtiLNWJlwY9AOP0dMDlr0iGZjqoQHhUwIiPHgTOleY3RKhqhqQ6lOSFYQGdA9r2EssQQLiEl1V8QEfPJejjLyvl2ydu9HDwtrjcVDawWiK5zTwuwfPWabZM0EpeISBm2byeojFc1981jpxiKc3cJCvKhkJ5r3o3nRUF68LDmrc4MOMAbObEGZT743uDdYLdZhOpyBDGFfjrDuL3EyWEzAS/eEY1lj0gZMUfl5GbEEoswwmM9BWu0rVQicGLv3bKNlzQB/Ek1PAFSimzkvtDLSWhfu+5+kXWlJyjo39Q4xcFo7AvJ3DkkHjuDxtrRUDaiPzbqXTVqUKaY8tJowawI2xMHrOCYulICxEAqS5gQDxR1R2CEA0KWlDZBeBvpPGtSImKcvAQM6wFCNqlQGpmlACxrxnuarB9iT8+8H7pONKMWYPcNSRgbo38vrjz2ayTyQdRl8pCadUNJKm0ALFh0lTGqTbXa45AggRHnmtA4U0pyAeVB+sa0YBjXYHh+DZ75AIlXMS93NnaDSa6Os/Sj4IMKss5u0Mz55twhqDAwcOoGlGaOdcDXDOZlZGrs8QoXYVKgE92hGscg6uplggiMWMD0DltOFfvqMXaY8HeAIwlwhDXoeuYmPs4D03YBjC4CUGSyWj7/r0fPXzNRmJkTV8NAx8PeBr7Xp2FXDWYTSq077NAyOQyqcpaU//cBnVGJOqWF3bwfcDvOqqzQhELI/iTvd8XhtQBvMhA5VhGND1PbTJBWDyoiR0fJBmpV6/s6wfx53xdVXz54XAZJDsAW7i431WOwvfG1nz+bqG4AUicHLQDz26wDfbWocQIFPXMpPp6ioxmiSgjgRo8lx6wQVWz8qOE9WYq4tELskS0oxtWbsqr9Hu7eAjBh9gLDfbRCExej9gZEY4cOAgjhw5gs1nm9jd2YEfPEbqHFEcORppFG8NQtRZOXOMyZZbqiHW/3YkbxITmEnPIX1IPnwzINnLrJXwTl8fxCcwsXsSRPg1WrIVEI0CWBVZLSJkZFEuU2e2EF/5SaWaqIA1pAcAYavkKy9kesq8eNG8ZeZUSw0ZMDDr5uUbZ9PwxWv7KvuY7516q2Xd0mJXtXRhQstGEYuALnc4KXAFdPPlBaebxTmHgwcPwTmH69d/h29965s4ePAgKudYy1iAnmxQXmqReCOFKN12ciAp+5jvdUysI7+fCr89LEzWdFg+3L14SnVdh+lsir7rOEsFpNTAwJEoj12KetCkDZm1PETMFKoJr65FLSWp1pCzcWapNAlIz1p+Z+g56KqnmFo6ZbZXWcEoh+liksGZKgnYWEws+HsEDIl1KfZX2X0qP6VtS6nT085MDepZPgEkc1cK/JpI8BJw+r5f8AjtOi79qJarqUep+zOxNMX3zmCD731dVTC2QV1X6Hufsmj9DC9dz3oIIpKU4nKFwblsW6X3VjWlpbQieDa3dlrSJd0nXCYPwaMLqv80GAaP6XSK2jp0TQNblMQ0ZiVdYMxVAC4D677i/7YpTvErgmhQkQ4vAiUNX0y+h9pYYYpyOAM3tcQye76LJIYeSOyZJNHZr5UjHW/1LMtQhlL3r65LlTIEH5KnYDnVSq9Zqw3pz6ICZKRYzmxVBqzaaKSzfSMBNmbWiiIlyxfrqtQhqsCX5KBWsLyg6RZgp8lXLJ4RCElnrMmXMaw7G0JmVhbKo7HwnJQHrFKPYegxnU5gjMHa2pp07mpSaNKAAecc/OAx9DyRylibbK6UCdPnDiB1rgoJnPZHL89Ay5HqR6lA2Vg5xIkrEsxMRRDlMZFlZSKE4rknMsOkhMx7D+2+YgAi42TVRDzFyULuowSMAIdMgkAcGHr22RXwTARQjMKyKxZgTbyuWt1fmvfI0iqeg0eQbmZ24JAufEts49bOMHSD6AGlyhYDLAGNaVDV3IASY0TfcRWrqmsMHSfYrCuWympxRIdCE6k+wnz9HsY4GBPTvTGGHRycc7CVlfULCAoW/KKsXgREQhHERzJCPyNb7fHLdL704t6MMRbTc4wA6x5dJ9sI2ug4YGlpCQcOHAABPI1rNsPKynLCOFEXi8Yzwc7GcHOOkUlvBOJ1J37NqZ8BgIMsmDTCJ+YL0d4avYH6RTSr5f9WUKWU8mL3NBksdknnsLYIeApwqQ+PyZ6cJe/9yQRIBlWKjFmILjQ9VVJeyOwgAhvQsgYlis6OEEL+buWDKzHgIoheRK97Abb+Wf6eSNmXMhh7f8pDmgNyBpjl++39VSp2gj7LruuxsrKCCxcu4MKFC/j1r9/DJ598grNnz+ZyQgIdMQGlEpSqXCCGmCYwaBd1FHPpqPfJ8CFgnQV5CLCSRxR5fXCDRwUyzFIq0IsQwAAtiSgAzlY8gB5kAmggBxn8wrPibkCfGkVY/1cCoIgo4+kkyuakIHCzhrIe6Zlo0CP+PrzhcwnaC/Plo4qQ8/Qj/UyTDo/8HHPSIDqeEOBQjvnyKZCplEAF9mq3oYlOjBF9X3Sjk2VfRyiAGdC2OVlRxoBnihOWlpYwWlripGJg02MbLZwziHAwjm0zYhzgvYz1c6KDMg4xDulQG3oPH1r0vmVfOCtZtbMwJoLZ/bITnjtbWQzO63voIypLqKwyblqGjVDNmZFDwBNh8BGQyU02khz2PC2p92zZk7wSBbCoZtWHgolTxhAZ2JPxEnQCjzaMpbG+yie021oT2xyPAgpgR0DyGHWsHebtpqUxXXsREQaDNyl2pfhCURIHky5LDcTVN04PGh43eRRVVaVxolr5IUPCjMqFBSlTKW0YdQys/ic/B0uO430ABvAa5ckuJv2DwPFBk5LaWFjZsQGEyAGFgUeIKbljto6go2E1qUjVh6iVerX/Er/UwrM3AaoiMSPLcYsoa/tZRmPRdwFtO+cEtFlCaYvmRYPWVDVqV6GLQNe2GARo6fmoljPBswZZ50yrDCiBSgGChJjAIX8exzdnCnu1GLlRRJi74IG25cTYOdGwGxJPUf0dThSZhTe8tgPEcYDjsqssCBXqhvWYvTCQxhhUMokpeD27FAhnKVnbtum8WFpa4jhXE0yoZERsZsGT0wdBHBykqif73BhCUze8D/uAyXwiNkURZB0scfzu2g79vMeBAwdx6tQpVFWFZ8+e4cGDB5h38xQTjTHciOT7ZG8WJcEPIbCbVFQbLN5lwbMHKgTvJNkFWGKBKDHcZLaViM9FCCvJX9VKY4/oPCMQg8fQtVwxIrb84fc24vNrEHov1llcDuf8kd0xCDYRTc5ZAZoeoe+YbDAWYWBv2rqqsb66hhACHj9+jJ2dHRw4eEDWomiSKXB1JGattpPRoMzLUIqDev+MaOgjALcIfITJ2YPEOTBmIJNW0kJKnrV7+l68KW36nRhC8QayuRc/BdrYAajuoQjc+vA1I9OMWlKXrE8i+R8kGzfp5sRkRsuvyx2Ve1m9RZBWllG0RMzQJSzcwpKp1Ospf1cRf8niKrAo/6wMfHvZHj0oM4gXdpcUjCt7wzOARyOP06fP4Ac/+D4ePXqImzdvYjzmkXr7DxxEXTcS6Prc/SbvR7IZArF/mN4fQ6ovAqz8twb4VF4NUbLZKOXJKlnKLEyTAdLs2so66EzsQcBkeU+ArF8NEemgiZHtaaZT9kjkbJj/v64rVJXafcTiH0rMiQZDvt9amhNjV8N6sCCUPQUN1ix5UO8yLdUhxpQ9E6l+hlmJ2WwmpU6VNCgTyc9UQVxT12gaMcQVixofAqyNoqmScVfFuljQD6UmgjxrXMtOqj+WHQdrjMzarVOZi8HzAAsGLGqt09Q1j4dEbsLh92Z/wb7vsMhWx/SevFYh5wevK2MNjDfCZEiZTQ4XYwyXWIjk/vVSCrRpfylLoiCS5w6zPooIqJyFGS9J05aMxzTSxTmw9VflKhjpZlfWmbtWc3KXAqpaOsk+0M9L3dXQdaMdxgWTSFydS3u36IouNW0xsC2KAnuNU7kqlIXyCjZ07eYknJ9+Pwywtsbzz1/AfN5iZXUVbdthGDwWrLyKZFd2BtRWSGNYTDmWsKQSY/hgi7kSAS2RZxcKVruwIbkxhpVKyvRbJQ0SYyHfNzPBmjzzPcq6Rl5VKiNhSZWCYl3naonkKgZuXkrBOc7nKWI6alWfJX9AxNDzpBGWbUW085alNZGbEK2zoiPnK1JG1xjpivVZk62Jby5XRomlEer5V0qpmHFPC4fLkkMvQLlYo+kfBdo6Wz37X+oDZpmPdvZrNcUk02xXOekA7ws9OSXv2hi18Ub0ymQQpFHQGn4NFWVxr76kkR07vDQK6VrVqpc+y7ZtEYKHqyuZU873pe945OErV67gv/yX/xNr6+t45+238bN//hlufXJLLOPEvcKwhMLDw1gDV7sEhCJTaMrnL5zhJL9bJmpRFp6eE8byfhj6QeIGxIFQLMssT/RRk2IvewhRHASIwT4nFTruVKpABaGkLLmreJSuD3yOxqiWSDHFGB9Ya1pVFuPxGFVV4eHDR3j8+DFOnjwJneRDgQAZDRkTUoop+UWMTH5I8qznR0neOMV/MaZ1iUUwWQCpCMTIAVkTiJgAFIPOxAKlSGtSdr34fgsfIDdJtS1SOk76A0pBLGeOvEEYOHy1FA6YdBMUnWbwIQBRg88CMFGgmAN+yURlIJn1c7r4Sx8y/VoaSMoMV4FTWc4uy60apDMQLhjZKLoc6cxWfQiL8hng6FguAAJWplhdXcHly5fx6quv4u2338b/+Jf/gQvPP4erV7+J02fOYDxeTocwfx6785M+l2RnkZ+jFy2aMtbs78h/x1WmbLnChz8BWiKMQF05DIEweA9HBiRgRz2tQIXFTcF4lwBy8f5AGmyQNHSc+RZJiOgEy0Cr71GWerQTNAMH7YiGlA2FLZHlttj9iAQG2CVA/Nv6HtNZC+csT0oQzVaa/UqSDad9iLROSaxIMgiMC+uRrzWma2emNzfhLKZLvO6tsm3EGXVd13KvcwmFNTkBTbMkQYS/f+kLyftWkioglRWNMagiW2t01CcwxXtJEyIrrIlB3TDAb6V07qxNDTGsu1LmXctmIbEeoxHPwK0q7nDvZF1GH2EkQQ0xgizfz77v0Lc9rLGoG2ZHEPPz1uoAAze7ABjzHpd1CtYGRZLO8ggG6GavpIZtpiBNfXooJLYZAAW2D8vBmlkRBkAx2aekdVuMitUYleIRVGccsLKyikuXLnLc8nzgWOn+1HjEaxzMwhBAUP11mTwTM4m8i0W+IpNkQLCKgJWtCAzi6rqSaTZ5+k1as+BzJeo5GyN3tZYJiEphDKVxfOXaT/dQJ0vJ4c8HKt8nkiSovOdqVVYmIryBF2U/SZITc8zjpNBw0gGWUSjg6fsuefuF6JNBPe873vfWWsRBYz5PUKlleorq7H0QixYrFZPIUpv19Q0YiqznRESMrP5WXaMmrWwLNMBaSrpclTmxpQ6P3CXlmG3FSb+PMr2G7W6quoHOu3fOSdLo4Jy+l+gAjSvK5+KXWTwfAtC3PYbep3jEDECUZI/XfNNUCNHBWC4re5l25T2PdT108BBefPFF7Nt3AJ/f/RxEhPlsDiKgr2pub9HEiudwoaoqtlojttYZFsAP+Hwo9gD3WxIQiW2+DMEE/SOS5JYld1zeHvg3JUb6yMSSTk5jhj8iwiPq6D/i7x28NljxPmLgnxPLus4sKmCkH85yF5lcMzdreozjEjY2NnDkyFF8/vk9ZmPnc2FJ++J6kJI8ubS0l6I8j5w0ZHKLiOAQo0xeEbwh6DsxAkkToeCwOHzKLDmxZyh+CgCZlieK92NTZM3AEiiU/y7F/vo55WHv5QuWh2zycZRFGiUVICPZTNIdUBGYaAGY5Kwtd4YvUNcFy7P3usrDvGQcSzYg3Z3iuyyynUDpQQVkzVc+MDQGZnaSt0hMFgUgLtnO5zxzeXV1FX/+53+O8XiM13/xOt7/4H1s7+zg5ZdexunTZ7GxsYGlpRHqesTAi/gZ6qEFaOmDg/8gFiKDZ1DAQUOejY9y2BfaTaPBHAnghxAwSDlLTWgZ8+ZSdQzcMavSg/yd8zrjMX58KqvuMTEOchgE+Rw9BGzSgyFl53lRa3bOI9s4MTFwQfwUc7oEMoS6qXPi43XzBQQKGAa+dz4MqcywUHKUBxoFcKp3V2LkrACsWIAyq9YN2mmvkhCDqqKsYRIwyuMTQyrlhcjNatZZWGh2botyFIP+vpNDL+gBgAVgHgGZYsEYRg/hhT0RI4h6ELJJdys+kDzjlrIhvLHo0SEMA4YQEOoRIvEIMHlQGHoPY/kAb7sOs9mMn6d0S2spn/e9AAZ5slbYrPl8jlnL+2I8WoKByawIcoNW2mwaUMGHigIzTYKUJSN5tkGepSFijVZZFhWmQ8FQjNI8QsyIBh+THU/iA4S5YP3HV7uCEytKmnXwnzlhsjc3n+HZ5iZWV9cWS6PJTkZM65OdkIJbtcFC2gcWlNaBao0RWVzvI5tCk2PWy3mOFa5ysh/5tZHUrFvOCJnWQDCiQ48LAERZZ13rgdR2B/kZyz2wC4cde+Tp2D/dcgvWP3JGhNDz7GY9/4r4mpt1QqowqJOBBbNIQz9ga2tLQBU7CoTIzVtD0IkvEZA5xkiJODN/fAbz4c+VLH32ei2CcaRCEAK7KfSDsv2DAASOw9odDWIWzBqCT01zJpWZUdfpXnNzqjSJIoCMY12qNj+JYwMDVG4a6roe/dCn8i1gEAKl6wtCRGhM7foe/cCANcpe67qO8YBh6U09GvG1hoBekkM/eLGsYe0+It/T+XyG2WSapnftYhdtx6yp1hrZMEU0fEZ0eiHCGQsvEixrCD5YSWYdP4eofpkROh3KkHjNanMsAX7ouWElUpou5HXt+JAle9IYOgjrGUmSzhgS4cDnoiaupYaVk8CIkjDQ8zaz7D4Cy2urOHb8OO7evYutrS20bYvRaCTvxzZCXFUUNrXQlxenIAIiG5ZLHIOcqS7xLbEoBcuvUnGYafAsD729zGFiTAr0mJC2RldkMTMV/66fsxdI6Y++bwZoEUPgBhWnaDhG0SLoDkuhPV1/kBtGVoBCjMU1liA4k5dlabm8nvKayiDz1fuy+PdALl/ncgnSIYs9n6VMpg9+z+L66nXrc0hsBhn4wJNRiAjHjx/Ha6+9hvWNdfzyl6/j7t27ePz4MfbvP4S11VXJekdyfWpynJ+HtTmAq/DZi0ZNx9xxM0bRISqHmbHsU+ZEc9g0NZpmhGY0QlXXqMSY2TibDjYrGic3atCQsnJattKDgLM8Z10qAfM9gABXvm8hRkk2MpgkYW/UXiU/w8WyL5eBnVyTsEyQjNrzmvLRS6aWEw1IEAmIcNZhPB4XYI++8uyqiq00oHtBG8Nk86q2sio1X3LNPnKAAhkYYlae14l8p0JzVJYf9PmqrYiPASbkBggvc8554fI+dk50w7rgiHGN9x6BCBYxTzhA9iNjVpoZP72GqGskqo6WLX2MMexrF/IaiyjYZymNauOAJqiqUXUywitK0msNl3uIgMePH+PJk8eoqgr79m1wl7nXCoJ26+fENyWZsfjKlMu3usbLH46lJahDZiELyUvKx4MmaJzFxwKXQoAqf2eDxf2emXmNwf+Tr7f/leQ4rkRPZFZVd997Z0iKHJIS9UGJsleiJXu9tgTvwz6ssbaAxVvgrf/Xt8Db398CXsNrewX5QRIpiiIpSiRn+DFz597bXVWZsT9EnMisHnqbGAznfnRXZWVGnDgRcUJd5skEkwVvvfUWfv7LX+B7/+r7+MbXv4FaTZS4VI0O5NgPdhIcOLZ7SQST7sA4orVq9fpK61AfdxOG0YBGGnJohNo+ZXams/Ha9Ep9daMm0MorWOvZ+wGmYyn+HYyGX6/ZS6vtqx1r6o1UAHwcfNiL2u2j3K1Fbyu4v/hHHWSKWBrPGMeK/X4PZhIUJjs2eCf8si6uGODMksvmLMuMlDvywW0Ym0z5tbS2xjM25bSGNwUlyiKg8PVpjRdeEuT2o2W5bAoJUIydTCZhNQzUPLUHRMDJ9VjXBSIV49TqrSkFVF0NImfPvuTsz6Uxjgr3bYtlE6w0xyeFzTYpTD11allE4Pb2Fk+ePMG9e/fw+Wef4fb21vZItTrItayQIWF0ZpeyWzxQOWcLMJL4PvBmw2TyXRaApuiZmBfWLFppyziOmLVN5NHYfrTbCdmDbY7jJBklopDSBmJYxYrEPbJJJ+cBu/0YOKlWG5Pa/HHzI2xiscapgt1+j6985UUMw4jb21udRBcqAAAgAElEQVScTqfYD2zCcvHlIKBYw8+zZBkLU1KRJJYN8azkQMaETQKkzelsNkZQmboAtAo8+xcNBP2IKDoEaA+mmiHiq6VW+rThFmz1bJ6JiNrNidZA5LQZnnEC611ExKZKqKKo1bACglFSbFJLz7LjVTwKrOjFW/s0clwLHV8HCL/sPvp/tznTwWNYF5ofODpIwJtQxOrojNkpjYFQdmVyDfx3AEAae6LJANO8nqA3gKrgxRdfwl/++7/EgwcP8Lf//W/x61//Gp9/9hne+dU7+PTTzzyiXECxcz6H87/P7zl5jWMecqQsuEbGLo1R7zdNo80jvrqHy6srHA4H7KYdDod9sHKsWxvHyVm4lvru60HtADmgRbbUhFPxNHbJDxkSDNym7E0dA8Zh6oqdLX2bc9ftxueRrDBZhhygKKmxSyqKAezMzs40LODkFvv9Vijf171ugxLp7quxHfZYU5dOaPI87Ljls7D33/lzshSWnn2OqpdjcC+54alqBeLOP8VMWNrc6sHEMGRvrlV3/DZ5YllK7O8GsgScfGDnPXkto8t8OfBimYpItkJ5r5cNRoyb3B16TkOk94zJTMGcMF2XU0apbCQYnKmpeO+99/H73/0el1eX+OY3v4Xdbo91bR2TUQriAaiB9q5pLbUTbKCilZIwJRW1TwSHFRuZr54lLF1tN4WSBZ6tcPCTEqAsbWCHlvE58JLBJvHh2qKmIFDxwQcf4Kf/82e4f+95jNMUKeZ2/RYQ2fNwGyQpiPfq5QgiDawEMw6rb0tihf673c7LAZa41+pAwVhGr70zXg1Cu6etppulNsESipdQQJHFBKm5z9hExvQ3gNjLsdkJ4L2u1NgkkxuxILFlhdAHdh7I0zduz5jtN+5PNpbsD3tcXl74DOYJgGAczC0vy7wBa0kziq7hO3MuSJJRk2UoLBirUAbqAFJaMM9t+ghr54dhRM7wkXyWAUnJzs2yrLAJcRSYb5kjw2Ls9LXPHGAZBaTqAJMZRQJ2Z8/F2FJJJcibsi7IuUZQtVarMaUPUGenufsg7HC2dP+yLhCxtZKU8Nqrr+GVV16BQHF7Z3Olr+7dwzzP+Pzzz/Hw4UMsy4LLyyvr8pcB427Ezc1TnO5u7XNH0/odsutwRrDhZ4714mJMqPmZhOz2km6ZP9cGhHiJhfhseD+fAkAzrNkGxB9e/oCWdSBtJBmhC8mgYJqASb1ZDym2IoEffZvZEdurTIOPMuDe1X0Mw4i7u2NkZRgAbQjA/v7RyugQBJQHT2JKJCpqs6r54XERYgxOLeoCx4gXU4SsReEoti3z1VgBbjabe9mitCicjmg+ddEyAsD211X8ABMQ9qmMEofbwalIHJIkNFBNvoDixQWkeLfpNTM07Z77n+H9suaHRa08VOFw/NWnwXtWJAR2nbGhAUgx+gvBYgh8bmaX2vet7NEl0+dNA6yxErYmsy6oN9dY1xlXV/fwp//63+CNN97AJ598gs8/f4K333obv/jFL3A63eHu7hYzGz7cu/dpm+I1GfF9nANL+DX0x2O7j+7ujjidFnz22eeb3w1IrU3WhZ/bO+fzP/arDpTQNjzXMmVjkqxmZ3LGc4f97hDNIeO4w243uexNBmuRLP1tI6/GkaC4A+wOWmzijEkKWcpJfb8lB6gTLi4uTBjbjQ+Zvnhm3lxhpRzinb8OVCMAE6Tamhv64IT1TUAz7hvJH7Rnxi5fE3nfzgYePG1VXDvMgpXi59dST3am0Tk+G63Hq2l7xD43ZIA6Fi5Jxrn94Z5jo0MP4GM0pVha39gdczrrap3e08506WwuuTHRh8MFLi4OuL65wTvvvIPf/f53ePDgAb773T/ANE24ffzEyitqjc5bstG8h3gGomc6bNtgMaXkRfCBn2NrM+0pIq5DmKCeauLkCGvaMee9rgXrMgf7yWyC83/xPKszGAoE4BtGMrY1mprGcUBZmZJuzQ2SyIIY6BQRNCx2BqYU0cHKMyqAd9dzz3igm5otsskjLP9xTJ44krHZWgNiq5fAJCdhLX1rAJlSMk0wspUVOYuafJKP22m+7PvdI4kH1DT04DZZYQ7UGnoqKHTeJqtINNUwHfjiiy9if7HHPM843vls8WzrRv9mz4v6eLwuK3MZdgOS+7SUCQgzlnlxNspsKqeameaezVkGFNS6tD2mkaZng+Jc2Bzla71W1NQmKqmzlrymRprkCBYEKxTA4KLoVANYTkcHxi2Dg1rh0DEmftXSNZWKpdKHZPutlGKMIQSvvPIKfvKTn+Av//1fIifBw4eP8NsPP8TLDx7g8vIST66f4HA44Ac/+CGmndluq9MEfvbPP8OvfvlLrGXFfhhxcThE851AnB22vczz2zSDEU2WtJ+cd72ua7B0xAlkv00/1iemCUJgnTZTCQS1RjaGY3VLOWFelsaIekPlsq6eqbG9xw52lksY0E2oSjxibPDhYAHc8XiH4/EY54vd0v1zpc8oZQVzzkmscY2ajlUBdaZ8gEd+PFDSSdsYT3PmmB3okX5NXkXQGKfkB3zLSvUbkBG6HdWeHnXAhnbI+rFouQOoPTALgwBFUpOfoMVWtZSPiNcgZfsEOudWh9hSKGQ5imsc9uzneXq4pazJRrS0yTnbyFesSxwc2uZm6IqalpWoywFsoop2/625gmnZTj4mpa4wWaBasDgNvq4rDodLHPYHvP76t/HGGwN++MMfmGBoWXGaZ5sNLu2zW6OK1clw7ZiyXldLNzHlY9FYAyxcu9LVG/Fn53nG8XTCMs+hbzafjnj69KnNJO2kH8wptciMjisAppb4fN5rkxmqWNYT5uWE62vfbZw0kCTWswe83BdkQchQ2PcZ6FCqwd6vzWjnUyerPeC55+/j/r17OOxNZPs0mwzG6F3L3PPDYIzaOE2YXL+RNV5tf3GeaivjIKgTAJyqwzFnJpA7hmB28uiXACKnDEF25pjZh4p5Xs3AE8h6up7yL2wY8A0eAUVfBrK1I25jpJUVMOXSzlizFdw/tdrMahFnjocWlKqq106i6TzmhCFbScR+f0BdCz7+6BO8/favcP30Gt///vfw3PPPY1kWnI53iFIWN/wWoFozxuoF40qWZgPG29lOvj4CllW0piU/7pZyi07Zth7mTLrMhlpNE4Wuld2QSuUJrz+inV09iOXXgeh+DgF3abVlbqnc6VmmpbfdzMaQje/3dM+4iSKE1EvlWQTEIUUWkw7m6Njq6WOeN+6z3s4G4Ud/UiXseFvvilol/p8Bin2hPY+e3KBMVksd+gntg2GYOkOptu/zYOm1Xj/Urq9uUsUsNVE1KbTTbCVCU5qQhXuVjYtNSzWeA3xsogIQK+nZ73YYhwE3uMXd8eSAe8A0GbijbeQ4OPiUj9Cu9fduYI4BJ4F37vxLtahDEICTTH7U9nu6klqTppQxtg7sMSENA7TYcAUGECRWyrKirvRTCZIG0Mjupgk5jXjy9AlEMl544St4443v4Id//ANc7A94cv0En372GQSCi8tLDNOI/+s//Sckybi8vIzmot+89y6eXD/Be7/5DZYbD2rygJwGKylSP8vFggg2idGOWFPRCbd3t/b8xl0817WsWNXEsJPk5m/K6g037BC34J+BcCkVtQBJGmHUsqmAqk0nyoOV1Ax5sIBvXc1m5CkyXQSVbNpj07L48wEU036EiE2Lu7m5tYA4JaDz3b0yB30p/dmGKIMa7aqeWQjUEppgDZQ4HglDEWwAdzr1D7tXbEB/9alFK2B2o6wAuz4VjdHjNVg6vIHazlI466GAWqRlBaeW8i1wewygqI/QYV2NnR+vI+zSmF1KsoHCHgBuGYUvc4RNHogjpxp4PE/r9mCVwIR3Kv6flT3QICKcMUBGpoFSAqLe4bKOJxICHu0nj+oo+MxaotHn1z733HMh/dAMq0Q6vTGqsRqdwW6MajAjcb0IZ0e2oV9DAr0WYCAAJeVnmDrfMp9bRtKiqdUkH4p66mP1rjVzwhRBPp1M+sZEq+3wlQKX8TliWVZPHXTahOvihdrVQax/r5TuHtiQUoIFO55ODowXfPDBByilYLfb4d69K4zjgJubW6xr8bm1tv79vGcaXTI+jRVPkEy348GeSDCuDIQ47WQi0zpNJp0x2CgyKwMYMI2Tg83sckMGOtbFOqkn71zOg9UIme5icnA62mzrccI0+c/lAePoTVGMznNrXthOWqpuXH1PSQuuNmcIzgYpa8OWkOpRRuuDibPb/rbrvbu9w1u/fBt/+7f/He+88y6+9fq38G//j3+L5+7fx/F0h9NyAoGqrRlCeYHlK1W1G3lpPxN7smMpAU/rlLafFRZ0CZrCwoaptKfnz97SxLUUaC0+9UEgPt2KTLaZYbcaCkTqzdNO67pAkulsjqMx4Ys3JzA93kAQa8BbwK5oUlGqFXWl9FS1efbZanqL1znqYvamqvqUiTA/9ry0Rq2Uo0GY5uWzNpP6i9AUsmn9mtFWNMdnxEdLwyHer2e0q48KbSvfbH8pJfxbWSvKUlDWinHKJg2TswFKXZHFWNKVAslD05stzqpFfac5CTtbqlgXgtSmPzuMGeOUbD29jpHNVWutmNfF0+Em6j9Nu7D7Vlo0hu2l3zUtST4/QLW4DE/y6+Q4xSaZlcRLcSAOQixjkp1dFbAcAkgwbUDz2w4gSwGqzVKm7WRTHADMywnLOvs+FWchrRkuJ3YKm2199OghfvrTn+Lq6govvvgibm9vcX19jcvLS7z2tddw7/5zuLy8Qk4Zh4sLHA4H1GJp/Lu7O6/ZtI1gowwtcDr39wwWWA9NH2UTn6rNBqdfVy99EsGKNjHIbG0my+CBk+/b5E1vMADLJhnuUxEJSTrW+BtYqdYT4MRBLRXH0wlDNsF6gkSAxJrbKu+4F1g96O3trdeP+7V55lKy+D5ZPUhzC9uB2vC1BJsABoNc7XUOkLT7+jZqE+djEBFvz6T1AKYxEWY9pdXdgzM2+4fIi1M32ExnW4qiT9XwJ9v/GjglJWx5+YQU4BHwehu/pNYgQJCDuG51Q1y/9Ge360Jnzc11zrTyZzesUPcicHZu0DYnDeLqhi5+r92L/3ZswN5JKdmwAHSeovHsDlMs/ghbZOm1GvwsADajMwxwDwbtkHN9+HdKfDayWbO2v7i+ivYMtWP9LA1pciypW7sv2aOqm69FN1xf4tQ9LzqI4iK9rYbOor5SKpblFIwmAWtjUivq6pEpajjbyroq3UavpdbQZ7y7u8Pf//3f46c//Sn2+z3+4i/+Aq9/+3U8eXyNp0+f+p7h8zQWl+MDN6k4B1mlVKzlZMBp5TWyo920OU8nYzTn5YjVRX6ry7HYs04BUpkSsUkIxrwaKIKn4sfYI5aeN3CZ82BF44ON3xrG0dJYOWMY24jBnE3LL3t6hCyqPRvfC2qgL+VWT0T9uMPhEHqTbdKG7R3KGxE4cnzXvMz49KNHePutt/FP//hTvP/Bb/GdN76D//gff4I//zd/BkXFzc0N1nUB2TUCL2NUWcRu4EwkBVsASRumlbavuM2iEzKA5+luTw0rsD0XXRBugTaigJ4dkN1OtgC41E79oDEZAFyuaMbhcMAb330Dd3dHvPb114Ihq1o358pYkQJUtVnjIhCfzVzL2nUmGyCZ59nTwPb5NtLSZFlMVNw9hLrtAWu8trYQDuKY6WnZKECTeFPD9ty3TE8PAMwGMsBix/LWTlApwwSQG0HgjQCF014kgu2qFnyKJAzd885DNtYpWRPSgMGammqNoD87CwvlTGJjlGvYhwbeR86w7ggNEYnzT2YxpYpS+k59MoeskW/6l2YECayLp7kBIBtzti4eKDb7yJR1rys4ULi8rMRFUFXMp5MpNAyUHKN+ZUbOguLjN5OwuUixLLOXTbjPTdZJX0vFvJy4nVBrwceffIz/9t/+P7z77ru4d3WF2SfVvPnmm/jJT36Cw+ES//A//gG/+tWvsKwrpmmEQPHhhx/i7bfexnw6gbXcy7JAUrV13vgviSaets8UHE1a1fQpuf8so2Ad6uu6WMNKtfnsQx6iuYU+l8A6qXpHvNWfL+uKulLCR6LsQ2uFsvlxbWxtKQXH4xFJjIXO2UtRirP3klBUo9xC3Cbc3TFVzYZkPms4EccsS7NLfXDGvxlEQIAhDp2iaWpAw5fHEd4UgxuCdogThqD/IN9agab7FEKAJI8m0WkEkpFLXtdCGNwL5EK9ToHF5+C1ujFSMi/mjEK/CwKvUA+g1LqDec8JLRXyLOjrr79H5ApAz5jGWNvu1QPwLeDZvl/UagLwycwGqKKxprEx7Voaw2f0hiI7gwEAVZiib+u8fV4+zYBr310/u3n5NQIYMjTEpn1kH7ugu9dWi9nSbf1LtT3THpSfg1auzPb+yYhrXEsP1M+vrTfWfCYNpNp2EVFoFTz70o3US7vejmHwF9+bnY6HwyU+/vghpmnCX/7lX+Hf/Z//Dne3N7i+vg5G1Ay8btJgvTxTrS1FtpYliu57FnZdVpxOizOrJxyPtx6x3+B4vOuY8RZ0sGaxd2rPMNrq03XqgmW1Ts6y3qGUFfPpZFI3x6NNeViWYMcMBFIuiUwnGxQINpI3EDG9bmmbaZpwuLjE1dU97PdTpAQJPvs/1jiRIIk6pnf47Yfv45e//CU++/QLfP9738Pf/M3f4Md//ueYdhMeff4Qx9OdPcMEJCiyutwXXNpLJEBSnG1gA6aYaRHlb7XAToqb2GTpc3bxtcDSNr6lcs2ZqBB0UC6nL5ugvbE6Njo7Br5aFasa2NhNE77/r76Hl156CRcXFy6OPwdYa8GIv0/2Z+G6fzGUQVsa/vZ0wi2AYWeyJ6UYwEFSnz+fo+lSHDyKpsDG0gM8GDjR0tmK5Pamy6xsbDXtobTf4bNRsUxLhddHoulbAq2BSMS6/9V9AwNKpmVV4OOUE8pSoSgGoFSB6ixvMmkW9Xup4rV7nu6FTzwpq08tygNUhrBjBOApmXxPWU0LEhAM0wiRhPm4YJ5PmL3DOJFhWmdPnfc1wN4sVZ3dTlbOQFYpBJy9vCOJNcBZyUFLncdaS5/qr77/XPdS1eSwjkfkYYiOZ2s4dDH+ZGUMbFasFZhPiwFH97k2TWo0OScvtzIglXGaT/jd7z7E73/3uzD5OQ944bnnMY2WOfnNb97D//tf/ys++fgjwOvCKVFEAoJlFDlL1K7zuQPG7K/LCgjXq/rggr0F2W67uTaSFPNyxHw6kXVBUYFQIsn7AwjEgQEV1TgbBiXFp7K4z6il4jSfIALkYcS6GGuac4J4A9jxeMQ07lCnCSMngi3VpYCa3aZNr1UjswbaH9+eoB+PsxNoblM20gI5Y9OXWjH0zShwQ9mnucC1VQSjJtI4LL65/X0WQXcfbP/2BhhtdSQG7PhujanZpBfOaGWygfw97SJntylOp2aP+GGbEVvg5iRmBz4tQmO9wzm4OV/M/u/eMCHeszGY/ct+vrjQvBliw+F9Eb4ZnFoq1LUJbcarRQjiF85ZrW1tGitqBlhiY2PtmpOyOTZ2rtLptRSSxCYUFs7Hc24Ob9th1mq++ufXUoh9fR7iebfvpU3K+suYWW7IZ4Hns2wk92EPFLdscdr8zjP7Tlo5AcsaADIZCunWbQtOt53RLHS+urrCc8+9gMNhj9EjxbKumMYRcnGBeZ5RXDqIjHNjmMX39TaAsc9mw1prhLH70WhqsViigVKTytCQoIEzp2W1EVdkYy3VZFHwGgysTfWZlzn04+b5hOPdLR4/fowvvvgCj588wfX1NW5vb8OIsuEn9gich/KWYPWzxyiR67esK5Z1wdPbWzx8+BDUh+trW6s25pfbguBjt9tjnKxm6E/+9R/jP//f/xk/+tGPIKr49NNHuLm9sbRiKDRIZ0wl9sl5MMU90+qFbH+wS7TZyK5hCz6hqNZgHJmSpPyPpdMQewy1Fbzn3N44ziOYdm3/5j/LsmKeFxwuLvBKfgUQ2aT1a2naplbXOrR0Fks/1FjzLD5KdBFcP71GKQX3n38OwzBgPs5Yy4Ipb6cPtctqDoUsHmrXHKSKpkVnhrkW657xpNpm3bdBbLMVevZMWHJRSnuWHN4AbTaLANTSqm0fkLQcXL4tJZt/vqwr5GS1j4uPJ2VXuSXWPMjls+myOS3gNiH/ZVkdyCmOxxOur59iGAdcZutWX5bFxK+rrcc42mi4Ibd1brXtXE87qxZMjZ5ZaZPBADhrPwRbac1ITUQ8GtngzUhCsG72PnnAUlZnmbO0evxkwzlsb7Elwp6VBblrbAt7Lx9swOllkrDfH0zXdbEaddNpNH8xjiPu37+Pe8/dwwtfeR7jMOA0nwCtNn5RjAUepx2m3YT9ZE10bO5Z106UGwwA7R5zzq4bW8PucnSnacUOMb1nXhYPgAdAjSFcXNeSbO26rijjCEFFTRknD/JY629qDRVLsbPqQ2swLyvujncGxHemHMGMjmVTzJ6vZemmJYkRHTHylJ3fHENLQ+bKI9Vsrp05B/cdQUEfZPuhene+YuidEZ2LWTS7OdaZbFgdIExVc6T/8qulUNy51V5Mu2eA7P16sesNO8lPdMMS2kcwVpGpJJBFqc1gqVhaMWneXBPv30BaW7Aty4XNZxMg02CdR7xAY87IYLXGEKtrsbZ2BxrxGS36BbyWSYDsY6skwVNXNQrFFX2NhTwDHNUdQt8BmnNqndv8HbUNBqDVavkCcVzb+X32bB5BZP8zXOc+hc31I2Aju9wLnRJs9c/pyxjM/pmcA8Q+cmb03ANb+55u3q/fa3202BvR8+fN17aJis7L9sgwWMrjcLgIB1lL8QkSVnP15Mk1Pv74E8yr6xuii27F62bEiYzuXltZANeoNhkSS3IgD03Pj44lDxmixg4Zs+pi/FQiSK0Z4nz9t+fRUny12mSHpifn3aOCYNbYqNQzqAH8Kjv12bRWollhLWukqI531jD19PoaNzc30Tx1ezQlgOPxDstsRjRnwWF/gdde+zq+/e1v45vf/Aa+/e3X8frrr6NqwePPv8DTm6fh9E2OxlOWtTkOzpGOJpPa9Fu5TooadrSfctX0L60+J3Qc+X31FkRFK0fpmjbUSw4INLQzRzFhS72WWTWGIqQsGFLGbrBygYePHuGLzx/j+Reex8uvPIDI7NfYEHGcA54zAjz+m/Y7CeZl9jqrBtwNzJhcmqXCXRtSTcTeuvC7IvxkjV09I9jvba4Pu1Bt73XqEWHfzKH3mo+xXxWwZpiOyIB1cVdnuOx5koQoAPys+LrkZPVnBI61MnXN+rDFpl/5SNUKu89SK7SsxqLnjMEbN07zMWp52VwmieMBEWBsmU+Yph0O+70995sbFFUbJ5etnm1Z5gC6KSVosTUrlcH6CGvWKw6mxi7Yt72+LEfMs6WIqZ0ZRIiKg06zV1x/G/Mpcf0TmznWGuNrjSGzTuF9KKCwZrxEAFWLjQQURsxw1tr9kkg2mRvAaxaBYRqx9wCcmYc8JAx5tAlSLGVxNnXwrnGz5xmqvAYjRqxOvSKPPthAl2iqVNUojbFmxTFqNOknck4QDwrRkR61rr7nMxjz1epBZBeIqtscq4sGhsHq0S/vWfCzP+wxDgPqzic81YrVmXxInzkggdcTLhZ0EjiGKTejZiSRGgMKWH2kOHvMYApABEwQwdAi7OIFme6yxNmAcKLwA8lorc1M7jCYgTRld/a2jkABaCnRdfcsMGNTh0Y0GEZrcx0ETc6MkuFxQ5dEgIqQF0mZxaZ+lV6HQrHw9t7spu1ZBdY7areIEqAxrrwzes30upN12yzw/9eEpJ6KEtdn0sYXAECBpQlUDfCKAlid8q+IteD6b1I1etb9zQ0G17bLHcATdqOzA7Rf8x6kbMFVzwSaM+3XTdFGijUw1/8sgWMDXK1Bpl/PZtTbnEyuEg1g3xX2ZUCTjmr7krgOVdYVGphs7wFwGH1jlbZO1tJEbRoMmRxOmLDPSXENtRbTd6zWRT2MxhpYDeQJS1lD9FwA0xlVl0WKTEC7N1u/tvas72S9io1oa6xwXL87NkGOsyTxfvxDzqxrJBAJeZUht5GJ3IvDOGLa7YxF95rDFFGuoo/ye+bRtijPVttvAFpdqTuanm2kJMWyLDiejjgdjy4abGBrGGw82/3797FzuY51XfH0i8e4u7tz5QAwzwKe7Tj/apZLVajF7j+FCLhWF37vU/JkzMzOuFOPM4LY73wfBugs0aluz5Rowrg0XxvE1610xev2eG4o0p8H5GmHZV3xD//wP/DrX7+LH/34R/jW69/E8Xi0+0iKVNt71uIanmKF/qztmpclhNZzHvDCC1/BfmdahdbwIyYHI3DGutVO5ayANHasFA+Iff/0GYb+xYDSnv8aoJz1vVyvc7Cp2pQo7GsFLRW/tWt2Xt1Zpt6OAqorABvXl7MBqGX2WcjDgGGakAQYyw45q3XEJonyhbpa7duQ2eRmnbCUjhuGhHx5gcNhbw1MI2WjDmE7cs6mPQrF6XSEVBs5mCBY1hNKWcK2WQaJAKGddwNqPlowgn0LWq3O3eZuR4re15XNGmVeMa8rcjbwWVZjJ9nIys+TlJG88SY5kK/qGrA5oYqN7rM6PDSSRznve8QkAh1sfTlLueoJVRNkHFGKNdqwuU8UMbM7xvx5E5jVRneAtRbkms3Gd2l5wPxqUUslh60V+1PV/tDeALAGIGf1igLJ09ThK4SsuJ2hw870iYVPSjr7DVMiON7dYVkW7MYJAq8B9yanIVnjYsklpqhJlNUl91vbgIoEFEvyzM7Y2tu3xTlxZieTY6JKGNIMnu8lm0muGCg9kRx8McqyaKLdHI0o5Fn2JwCTGzvB1gAE0PPI8V9KQ547FF5sQDixOr5ztsf8qYZGGFIDv3GpqoBYwX/1XmMbd+g1NiA7iLjWHlj0YIygZwN842spGBZL7Rd+u3PGEgwF+rVS71IXoHpHKR8/r4fANf4IG+zrdtcAACAASURBVJBSt8a6YUX4+cGOaA8QxScXtGkq6Bhovs47xXt2kaCxuw20nfcs2LI/gr42h4yTMUVNmy3n7dzuKHj3jX7esNSCi/bMmBriMz6/Ru1pHDTGSASR0ur3OYBIx1FZQCRFdLoF1y3dzKJ8jtJKzkTSsIlITCUYco70MNbqs0kRzxs8r10gJWJBkZVAuKROZmd0W3u7IXF2b+32INepya5EWh4MJO3nbIJJjj1Np77JTHjqkA0l3FP9+eH+EMDrqXLYj/Yz7f5SEux2uwgatixzY3NrrSjKwnILdud5xtOntzgejWEJsMKz1jVTbGq6PAAOuSt3JnC2hGe9D9q4/WMtAKtt7M4Iv94hZ2PMCLTjs9UD8ti48Jivpfn9/emIoqloHLEsJ3z42w/xi1/8Am+88Qb2u30r1/F9niRtnrf657M7l+ti9V4mkzIOO6+NW+Nnio9SA8QZXA3HFCeM+yQJqFrAMxM/E8+9f/bNfgFN667PMHBtKI9GcsNAd7s2oDWncNzb5nx4kOPLYPW7y+qNDhmSB1+zYtNyUoakAWWdI6Va1hWqgjxokCXGirq28WjvYUFRY1xbhkZCjoVBjZW8mlbgMs84zSesS/G6whEKA+tVelv7bBYIUKQ0IOdteU6/Zy0tz7rIJp1U0Mm5ONhevIZzGAz8WkPRErYiplZxb3cug2DHmkvc9idYA+LgZ1orsoxR9nJ9fY3fvPsuRAT//M8/w6efPjT2UiQUQ5ZlwcXFhUn01Io6u0ZiEr+27hq4cdAFfG4HinKPbrNW1E+uagyvFG3NUJ5tSskaWaZph5QQ9sIfZ6z1OlsttlbFftq7LFrzs+L/5ZQgOUNkx22MFmxbsNNIIdpGS6XnlFzlwZ4ZJ1Btmu6UgSg1WFshYR4yRp1Qa8Fg4Mg3TxxUidx3kuxv3Gp9RFpNhRLc8EKVD4FRMQuiFQqfTIEGLhmp8+Gx83DjgISpHUCr1+YJHZtFjIQ8PnnX/sXaJG1sAK8E4gasW3QeKvvMAaa6r1H3cX5dQQ/TmAdiqe2e1MuVRZCgSGpCmlXt36gd0N3s5A44O5UsEZULmJ+0CMGm+PRG4lyfia9Wt2gbKvlzog7flgVsa0LDk87AWjQynb02wUTbw50T6r9fAxS3r7U01LNMooRDI3O9NZDnaXVsPs8i7/5aGxtxfm8NkLaAgutAwAdIMCmNKehZPgDd/ltXRS2CnIaQSOHeyonCzwkLa7W8DrgHZsqoEQbA+WJqMPaJtUehry3kNUnSsBlco3afNDqeCmdQchZMGjA3587pEnxOKZE5a8+tsT6yWc8ApMLJFAzmuIZMo3o6sZtcsbETm33CQKED7cUdUccgW12laaZumL9Oo1a1mryXTxtR7ZsNqAHanQNp94yqkKoclB3Pmixk7eoda3VQzlSiqtmK2LBuYCsgGC1VkbzBIFmqThVQsfuzAMRZ7dMpGEPotjM5OXNZXAqpX89SOL/ZBNVVBeM0IYlGOUHI23Cer68HdSjbgAaOJJUmj4JzKTjbG1Zz1p8Ninlj+xldetr2RKtVs7SjgMoPfDFl3oDAsxmXCoFqQoVYA8KyYr/bIw9D9+ydBRaBqpVVmFBItRnrVbGsNollRcG6eEo0DUjBwpbo6FUgBKQljbDmhpMFybD9YwGSYl0rltnY9nEasTtMSEiY5wW3t0evVeR4WGBdqTfc24/Bmd8lzjXLc2qtDsBWmKj26NJO3hSbErQUnMoJS+j/2RSkZVkaqy2CpEAWidnRscZqNcwKWEA4TOav1bq3ra7P6gdlSFi9eehX77yD/+e//Becjkf83d/9HT755CGSlxRArJSiqsZkqVjnYvWu61o6OyZtQlLt6rsrJ5BVJ4AyNJpqEtIw2r+LAXUR2NjcYQRctSALG1HV09bVp0CxPMM755cFZTHd6JzE3XsNcfyc3Ua5pmvOhstsDrpdD/dP9ZS3GwnLuOYByANQDTxXSnh58JpSimyZEQKU7mEmLkGyPY9SCwYkMUFbbB0ji6ItEkB3qKnJiEC8DZNqGECpnfGGbupUAunSwNKhYPtipBng7MzJIfg4Xr9EStrkFhDpOrhxUP/81LXXszaSIEa90zsu8OzFAmq+KK4r0Ghnt01ptWnJ00hQ13Y7i65JiIVj93S91saEqCqyNGep3e8z6pAul0ajqu4MjVm1HzZSk1H3synoBrDRntmmpqubp7p5YIhnZJ8d7xKfzYPa1o4sluA8nQp4JIfmPNp70tF2z4mdjP0lxT7bNjFtU+290yHbps983wCidql+pt2lc0INXPclDu39tpOGqJ/Wry1BSd+Zx+ulQ+dn2fX1a9KuGVCYz28grXpGwDQS27k97wTn2Qs2QiwSF0FoN1atwGr3xEBu21TiDEnI7Ags6OxLX86v36RG+AxSQvwMn9+yzrBZyRKpXcG2a562IA/WmRq/G2varZMbP6Zw+swA19Tez1hc1jq2Om1+Xh/kdvsHZIG3X48mjrjBDmzStAUL7NSX9kMHXDw7N8bXGgx8eIBrtCUPSMjm0p62kWVdJkJNezB7zXF1ySfh5wPOigKlO4dcb+nOVaTnw75xX3lA7WeRk1Fa4NXOS7CLKQVjKy7Ro2jyWASk1AskKx+1tpv345kEWFvNGreNTXPfllI3SIG20cEEB0fUDmQkF7TmyLlSKoaBvsybT1LCqDYD2vGg/b8a6zwMI4YxRw0gnbuIAQirxWRpTEVONtfdxg0OuL09YlkW7Pc7pMTpISfsdqMDKQKZZnu491vZTQ+qDThTPm8crMxmnmcvp1GUPKCOYwQF7FAPf6IILxRLXGtI84zDgJJW1NUBOeCSeuLzsgWHg40MfffXv8aHv/0QWiuOxzukbJmI/X5vMl7H1N1Xe3b9cBIIz5Sdf/GNSeC4Fk/ve2DA5qbIAMBKjEopmKYxGrEUMDmrCgN3y4KyVgvUBa73rB6MN7m/cZpM+NuljVTVmtW8qZS6myYUbpIHC2WxYLZhXQvyUL2r3FhSqlUIEOV8qgWlWlDKgNzOOZB8qEIOMKnxHDUDqSQMabARYan5kHj1TA6dvimii9UGqadIfDskMRrYomY3gmr1kz3QYDqFtT80oudAhA5lw3g9Cy8tqupZhy66DaDDqJmFn7mlKqCN0VElMOKCjWgsyLMgErCNUFGdPRQD/64VZJskx8Mh+5h53wRO2g2cFzpDOkI70NkLz60b1scaeUrNlPyxAW/gBrXVhgu++V/s2I6FfubFTtWWFrTPKm7MzgEwox0AnQNwR+7Ajix0D6rsUimtQQazpfv5Gefpau5PEYmfhwdBvKfeYVh3sG6YQALnaELBVqKoZ676ZpEetPJnCBhBEGMey4ywiw4znapakBJiHfie5jzp7M67vNs6bM9K+/0+CLCv2XxaiGwiSu6RvstyE8x0ZQsArOyl2rpWkB0psU9TMkfOMcc2nUTic2IMHBpo7K9zEyS6iDodLR0X2ZBaC8paoKIekWewqafdhwde3dqYJuaKXjKpdyrsuKXYtAErrokgiQvo++zv7TNvXcBAy0LwxVGC7GT0DweZMT7G1N2DQqEicIGFWMsm+6WdDien1bSSIRWvWSwF4zDi4sImFc2nU+jDMY2VJNmUFDQmgs/NSE6NBjledw8SEWvagtH+fAj3nDMZVdq99/PF+xR6MOy+zpAueyLqNZetE7pPAdo1FBhzZc+k6Tu2YMlMaOrODtoe8gBjyAM0K04nZ0FTY7Br9ckoYhItyR00m0YsMPTP8ihoLSvq0bQBxymH30keVKKajNAwZCyzgeMEF7P36TBSzDZM0wiFreEyGyOuCtc9HXFxcYgyoNPpzm1OdtZdYp0NrNi99wMVAFMliGyJs2LD0OoKObhgnEZcXF1iGkcc747I6QZ5GKLpy3ztlnHk2R8GY9CW5YRaqjWCVGvG0AqX6QKmaUStO9zeHnHz9CkAxTAOOOwP2PvQARNaz7FPl2WB+nNe1jUa1qwhx/Y2wRUULr7e9XG47NO0GwFNWIsFCcu84Pb2NuzxwClKAkxDwjiN7SxqgYCpbPfZaqDUyDnB1b1LcNiDjRKEjfYDAZ9iLTVKFRQJyzxjXWZjhKWV1MzLguM8O5PtQS1hu7iyzWrz2llOUgrJL2AYpuZ7pOE0pvAHqc5G0ThLc2TxiwTn6jfAOhZnA5jyTWLpKnTR07py8oGnWxxMIjXj1Axli1777/UHGdKMa+mBaHfdRm4Y8rcupYK6miq9hlCq2rgh02nwriiE4WvAhBIkcCPTmglWV9039s+dTspxH1oVi5pzTTDgNXYdsCVSVPTK9lIaatBRtcH03ESxVrWieE1NcqFls+0epQoFbw3oE7RHzaJHXcKF658ByRj/egsAGiDri27haVWyCx6yd1GsG/DcWMvWPW0/zwjeUoqems/WALI17nq2V1h28CVOLT5A4veioFxZs5rd0QAdbgzHsmWgOimFpDCGms9/C+7aXmhr1teLtve29WEzkAiB7BYMboM5xPW09/7fNA3UeNBxL41da/uyf99uJcB8joJpaQQDFwGL2r62Lm17fygj6woGoAHuRH10l6fJPbVoZSKtUaWUAohi9NowY+ThgVQ1gwfrFk/itXN1RV2qP1sF5TZYK2cpQk5hSRiSAInPjGtQ27VqwbzYuTJZDmNXDKiw8xkWNBY2edFsCS+2ZWyUGnkSn2fgsk+dagAuA2bWbEC2tT1nB/SlL01RzMsJAuDr3/gGpv0er7/+LZxOR6zrHO9jHZpr7MsCgS4rGLCqEhAj7s+A3Lb0QV1mrVRrRsnqac9QTPBzcJYSbnuvlSmwllvE5iBbqQ7TZ97wUVqDHOt4aykxKpWL2soiesUJAn+z2YCgBUseGCoAbecwJwOBGqPXbETcXGaoqqef3TctVpaVOSVEAMAaOwa30batzB+KWFlC6e0y0H3NJsDkTIA+RqfvuloH+83NDVTVZ1YD+/0e+/0ex6PpQjaZIDbACCQBtbQgzfZxD979eechdEMj4K0V6zKjrAumyZjM/X6Pccg2fm/dYZwmLOvirGSJ9e3tDTMYpay4u7WZys/dv29+JiSZ/NqTYNrvMAxjPC8OCIjmHts5FoSvs9upjFWNBbVRriNGtQwh1QmCaXVGTn1jW7NPQlFAvbyCjSnWba/YTRNSdT+uCq3JpZwSkpC0kGDz1mXZKGQMMmJw+bBVraY90vpVgex7HSOqeOakFmixiXysjdcKaAHWU8F8XMwlk3EUg47iZExV5kLMtK8+9EK9L2Md7FykZOUH4kGJCtgc44dLyVAhxFv98cZDZtu4enTsSWKAjI9HxqqILjwRxZiHSK9WlwyIZhZ/b/Csn0XrW1ZANmn0/mcsnW0PrvrPq3qxKzes+NIFOMw+yNs7rMFGBTq3JoBM0NgAiGks8rrkHMDC0zGehxBpKUPWBdk12KEIAOzHmz9ffU1YCxVInoc7m7McBouODNjbc8leilBKsTpUjZUIMNp3QLc0aFdXFGmsLeCJ53b+kgY2DXhtgUmkif0eCAbb2jawA0GwCedsWu98rGZEgooPaj1+Bxg9BdCYy144l6mzvjb0vPN/m5b2NzFD1QE0/7Jjcolb4s8wJUenB2xrKlsTQNmshfp+OWcb+9osAt1/qdvUTEfbd23EZ+9MtyxnA80pDA3vkcyOeFqGnc9qCs8QNiRo38hDhtLYu1hdP7/2mWz26sTy/WcEzgIlGPtHVhIVSTu2Pu7dQAjZrXa/ZNMQgKQBBz7Ltn8UAMd2Jt9fZW213sYqnQe8PirS7Z09+7U7W/3Pe/2zM6WR5u3WTWGOFnq2J4rGHGvuBUvNz5jGCW/+0Zv4vgL379/Dzc2NTdHo9j28RouSRH45Di67kheRKDXqCQZ+H74OQ0bInyg0Oo175tTRM5iuU2X6nvVnfamH6/CmZAFsYXraA0+Pa1QR6faeOe3XuLdBfeNaaIE+41/s3Fj6OEUmxEgCjYlDY0i5MDi1OrMx+Rr4c8k+Ck4kYS0FZfWmm8G6kYPB18Z6cVtZYAnfz2Y/5nnGcrLJIK2EyoJZmxLFWjnOOW7ZrqytkYrPsR/xurqm4rTfR+MKlUBMKqtE6pOZAPH34Jkm2OhrSuO8o+2h5Ndo9YfiBIfXjicrL2M5xrib/D0qhtG6j0s1XVyIpa1LWXGzzpjXGdOwgyTTwJx2k0lJLWvsR2M0k5NBbqs7jKKAz7XWGIYxjiPu37sPhWLMGXVZsJTZmmVKG3865OYr+2YuEyivkcW19a4ozsoP1IYMqT3z81VNn7V25z/njGmcMCdTmairaS5CfQIXG/N4tCVZXwQUqMC6LDje3WGeZ9TDwQJjIOpdaSt5/ofmGLQBN9NicKPfRz8WZYQj8Nl1pv9D9Nq6VlUZFcNZKdYYKBom7UdMWWRxnuYBACaN2BoPVTsaYkaZhaw1EVXbRSQRsEjTujxpUpw+z4yqCEgBVgRmSUBxYJWSWVEk30aefgE3RUvlqNPcSBKd22xgKAqLFDyyozOwzboFYg34FF9zsfVKtlLRVZwbE0otKDMyDZB9Gdji4eiBun2egYrohuMh7zYPwYQ6mxTAhzUzrAOEBigh6OPfFk1basbqlr5Mu1FBpqtR5zWuY/vqGTnbiw04NkB4/uodhXg60nZbBmtd+Z7t+nk9nPFqYH3baEVWwWGXp0dZWM/UK1mWpoeqDhq3+4Df4/XQgPMPjW/fFc6fpdGmAbJaw7YGtfZ7QzZMsCrCWfXrwN/jc7I9zjIVC8RWC3nBWe4gK4fkNX/CWA8OAwEQvHagpLIJiZ9pwNIuWcIgGjhh0DR0z7WBBANvyxZsRxMN159/c8/afhiGVr9aa430LpQZAWcF/VEFcBc7J6w7GoYxwCfPNhmdyt+XZ1PqZKc51kwk2xi8WCM29MEbKBTTlPDyyy9jmvaY5xnX149DTBrS0ruCllrtnXvKOUCvqgFUyLaTmQ4+eS1lTgPy4GTA2r4vLqLsoxk8MDaGkmL1bc2fbZqzsZ6WJWKAE4AUvY1g4NCC01qrPz867z5jwZq/TsvXz+FaFr9uk6hZ1wXL4mLjZcWyzpbqL1OcAdY7knwR3yNQE3FPbuvubs1ZT9OEy+ECQwa007RNSTAOrYRmWYzNt2xNwrIUzPNqo+iS4HA4+L1aLdzJG6Kglv5Ovg9rrUiwxh/aCdNwJIi3+ujjabb1E4HsJu8Z8OEUnh2ZJpsFP58sfbzb7bCuvN4Vi2+T1XVct4QPIkDaHw6Yhn1IA/G5E2QN1TWIxwFgM6iYH05pQFWbrDPkjGk3Ya0Z5fYGx3lBSgP20x7jOGEaJrBG2fSUSfwIdG0lbhzpWiuQc41aYogEI7gbR8DB+CrAelpdlscDVr8+kYyUTTCevm8pK5I6M5QkQLj59MG1lTu/CQuK1mUx+8UMnmSXV2tBIGKyX3KcRA1YCwzjft1v1aqhW2nrbvXlNuXLfZ73RigEQzhNZ7GMzkQzXGQ4uLvE6HKgpZyC7QNr+sL/tFQMnU5tjFf8kEoY1o03gwMbEYSShdpy8NogLZ2lap1bAoQDAmApakPEbiH9vhwEFwVYM4Pu96py/jD11djl2LMi7RppaNkAk7TXwyNG61gC14kST3cFIJcGgKozaLYazopWjfeN2gNtndHcbK2o2jfdBjTGBfFpB7PBPxsg26VQ7NfcQYfRdQmDAC+tIYFrBTSQSavBHo0vY8fc3JoAbembihpY79m/niWILSutaaGX5WF6kBIrvaO0FDkZr/a+7V76FHPcygZU9ZiW183aTSvoZ/DBM+RPmDW5UUN3zuwgfnbLuKYNU8jzgLPT1j3ocJiM/M/3HdAaGFRb2pxfI1DfBjswQwkvxajWpNHbFr4HAXrbduKqCu06RbbG09YI/ux6J2+UU62sI06be7FnqQCaDiR/txXwb+vy+hIFVfV42md5S3eNaLVDbb3998Ea5BrHLGcboWjdruY0jX0tPvvcauai2UatSSwlH293FghYBlsDHEjKIYLOeqnPP/8M+/0lLg6HSM9StJtsQmMAt2xbgB9xRr9akEDnKJBmo6Q1KBaf5x4al25/zflyqfw9S3EzSmCC2MdtP9MmpLCXPEt9VmNwFl/8APdERJiz2vageJCMcNTtcw20cJ5wdvaP2Sk7nzn1WYPSAmiC5GFw2+iTRzACEJeHunZtwEvs9hMy+jpVputZGsJMkoGwtFoQql7y09dwWhDaJnrlnELGivOmTb4HNrLU5zy3ee/V9uhgzVZjthGCxnK2SVrjOOHy8sqA42yd1IN1ApmvXBYU9TnKqwGxy6t7uLi8wu3NU99fJlGWJOFwuYs52aoVu90OEFsrAzYM2lOsJ8TOx+qyTmzkWao12sRoP+ITD+CC/ZStHaN0UPH34pmKqT8KqCsKKCqGlCzbpyNsMs7igU1yvkl8rKqBZPFu/2CHIwMH1/C1euBlXSGZWdYKXRVrWVBLV4rhwelaVtQ7m9JlouiTAfoUNFrgNLtlr0cu1VLoKZtw+jji8vISu2nnINcv0c9dBGDtRHnkTaAYQCEsYge+3EFEIXBFZznbA4hN3GrCaJhDB88PoKlK0LHToaQwtugOsxm7CoUV1PaLkaOmr0kMafX3T4AM7gyKt9s72refTSGlEOCrS/ucG7OYdgKmNf17qYHJ5E5U+7nXfvgrrCYiSQN2BvTIjPh1JO0YEfE0zQrVBDYN9Nfas3roGkko8UF2KL4dzlvieW9AhQKE+z3sV3so9j7OFhHfb1PLrZO6H4fFZ8lam6azxvNkwOq8JirJED+/fTXA1oPX9lLvfrf9ReNEB+vbMQBXv449K0ng0L4Xu9KNWkvl83kYELGfWX2+85YFbc65f9GJ9YCwnzEdWo0bECiba+aLDU7bznbuGQLHFM6zAWDdXEsDtaz/QoBsdF16/XlNHWhsTSepAQ3aDPVuykow26dqqFNojnPLTrVOaQgsOtYWxNqltOacpk/IlGp2kGDr18sp9QCFgEnUoniTv1Gf1FHAiQ0CCftQFRDUCEBZj8Xn3oKObh/4/0Z9YQdg+2cAKNayuvQKkLIx2HDnOk0j7o53+Md//Ccc9pf4wQ9/gBdf/ArmdcVpntGXCjBg2QZJXd2weLDbnRHAHONIV0IyoW73HtOvfLGWzsCaZaBENPRB7WcoG7YtzyCbfX6dBDMEcgA2gDYPGXlIWFd2DNvzEkFng1tw2fu9lBNUjJU5zQvWZcUwGtM2jpM3VPRDBoy13+12mKYJ8zLbdbl/WZdiI/IE2O0nDGNrWBlyRk0JdbX5yaQdzK4gSBimuYch4XBxFesbTXCp2ZdpmhyQmZyN+RrBQGHzZfU0cI5nS3mbNLGLnZnCiqps4jNGGmJZDAPK2foKtAaYQxoxn1aspeKNN76Lb37zl3j7rV+gVu8KFsHx7s7sR8dmjuNohxmC02kOuT5VxTBmXFxeAgCOx2MbBlBthrbVBIo1zfgoTa0Va+2DRwRQ3/hPPsUA40CpzQfSg+csGMeEIVv9IZvgrCY7jm3oXVINwuZnsx4ToVSQc4aolRiUWrxxzXsSXMR9mkasa4LOcyhBlHVFgQUukMmC09FS+8zuarD6CN9nNY2WIby6vELyAGPIyYk1jeMQPrAqBkq1pGwGnL64R+NGiBkYUq/vYBt2rVvDbnvuWSeosGaWEkDJHXiy94z52kgOItsG6o8xi+hrBVJqEWh0cUNcwkB95qNidcOXhoxxcMejrDcwcMwo2RygbDqXQ7BWWmqkryHjgRJ3Xi0RQ39IS2v3LDltIuGI+v+FV3YtLluINmJOz4zt2DlX3gsNtkT6lX6ITHAHZtWLsWO6z+oRiVqjgTCJT4Dp9+XGO3vNT1UDkA1s8TMl1refHERHUEpjOWLvWHHYJiI0g99A4jPp981nN2DR1xDW2pxRNDxpYwzP2abeiTYnD8A14ziBpXc252xc1FOhQFHavaN3WBacPQv8+L5MR6K7puq/05xFG/vXg2LezxZwk13kXqUwuzljgomCJvG0XevtfXNdu9S9a4a1PUs2W+MzoUxD2lmiaRYHVjk30Kjg+jewrKptTKPbsrpZP+rMpc0aAU1ImnuBdWC2T+rmeRPMqHbSUWLlKQyMyTQ2tpEKBIgC/uKBa1n7oNs0D7lXmDJMScyQu/0gKOAe4YSO0cXexW1nToLdbsJpPuJX77yNjz/6BHkQ/If/8Fc22/d0cufWnk8Dis7oJGc74qx4eK8V1UtwycIxWNCiiMm10OACqCTRxrgl7zB1uxhlPdzy1dNjbKx7NrBqZ6xlzYA2bYi2hGx3dXbTLiWjt7uNqaM97kBKNmWCWmwecdGKpGoNZ4B3yLagzRowJlxcXEDEU8ZR72u2IqcBlxdXmKbJJ0h5MOgB/LqsOJ1OPhmFV8mA2EsDcsbFYYfLq3sQyZjnI47HO9R6Qoz4nK15hzXeq9e35mSd+DVnDGp2Z56XWFd26g+DBUd1XYFasRYEaIQH4SlZFzF1aSnAzXrelAYsxb72ne98B9/5znfwwQfv4ebpUxyPM0SS70cnOPgc/HweDheYxinOQlWxed6HAwBFWRec/BdSStjt9zgcLrCuC25vb1pauhjLxuurarOty1own2asHsSwJE496IMKkqaYuQ2xsg4zXwnLWjwrYL0GQMss0dzmIUUjYXafw5pweDBqs+PbTPGRkn5JkMc99rsdhmnC05unoI6ozZinXqd6d79EE2qKkjg13+MlFE06DQ6A22CFOLQUFkccLQt+JSWLniFuvDumwEFTq3wClGwaAgvFJmsHrj+IfaQI1xNrEw4ktQPajAIbbRzW+EESMD3dDOezDE1jH83vO1gBPOVQG2Ph3VGbdLIyqnLdtqE5d14bjUN8nm82x9LWTZqydy25s491cOOWbCMy9cNUlvqmzQ5WmUbLTm1z7XK2QuI8JGvFHwYMyUYshEfvpAAAIABJREFUbbSz/H0ZRdF4mkG1zkhuLq1uELzhgEPUCRwBQCP6svquUlbUhfOHOyepZKfOAfGzhp97iZEuQVwDT9vUcOt+bM6E4KXfD+3ntqyefY8MUnNUXG+gNfScO592zbJ5xx489a+WEmssX2PEt41D6qfTdEW3TUp8sQmoD2JML60x4P3acs/09Yt0iu1eGuvVJjO1rz17XwqrX0a3dvGpcS/95/RMaeucZ7OFBXulrm6gtl3sTJGUUowzVMb8W1DOSSUStowMwnlA25QGmL7hNdIR8vPi2r3xI6UeYHiNrrb0GdeAALXXtWSHg6JLgXpKM2UB648i/SlmWwyUccxev+dbcCF831JQfChCzqM1Yojg9vYWDx9+jKdPr12jzVJiEsRnOxvcq8klskRbKppndC0rRFsnakWna+n/ndv1xmaq/xsgg8uFaQyhfVjIhYTNIiumofEKMbKhTTPinu6nZ7VnyrO3tR+d/4NutnzOlIEyQgJw0CDsTs4YRvGuZ2M7TRWi4Hi0LmFrhNA4rwBwOBwi2ItgyjvdIUCtGWXw8aPCa3EZnJMFKcOQrQZVEXuaKdxoTnLjSt9xcThAQC3A5ESHvQzUA9M0hB8Zh8HlbMSfQ9MFZqPfbrcDnMU/sq4S7rNFPM1bcTyd8NJLL+HHP/4xPv30Ef7nP/0TTqcjTqcTUjbChuCzVvNBDEJ4D2X1GsElAf6MTctQMPncauvuHiEJmOretSINmFEj1zRdK1IeodUmS6kDtWEcUKqNmFRhs2p/TlpAb7XOdu4YYMD9rQUpElkNW+PZmUBqh9rfq5eW2TjO5CNdJc7kOI7Y7XfI44jhZPdYq3XdMzuXuuxT2PjU8Jml6Iufs5YV6RukGLa3mu1mF3ieh5QALSwyb2AvpYQ0+IaqFLiGGb/qdXmOYbMv1upNH9kHkpPaZYouoyFubqjeaZPNSCih/ZToSDsmh2D1/KW8fgunHJ/Z+67VHkwpxTrzAlBVm54CiSYbhf+eG90+haMKFJgx9Rpx30vssPYua19yrWqzLG0voWix2keyMGrgYq3Vi1XtDUXRdUtb9Mq0B5lSY4QK7m5PuHl6h9VlIehQ5nnG488/w93dXdSCpCQ43p08shRAvM4HZmByzri6usLl5SX2e0tvkJEZpwnDOFlqNCWMSJimKwiAZV6wLgXLOmNZFyyLa+ap1y+x+1a2aaeeGeQ+6B9t3zhx/rvczPy92B/xN+vKlGe8qxuT+Pr579qWJ4PkLIA3h9jPt2uXZ2YhnN/XltEzFp31dXRocSW2t9GxN84EtHs/C1q0nTFJzqqWBrx7wG32TIPJameIf7dSgQb4WxOCBXQEAw2oMpVj16bxGZLYFcpnoGgp8RYUSIoSvQamvWlDq50n1RYEtX3S0rs5NRCjIDgxqYoWPLd1iBGb/kxYH8wnYbVUGgXkJlCZAG3pQAMnpp0nyE1vkTqeCRG3SB+5d6tuSgwGeiFdyt1nTPZMOaozW7Ldsy3TIqjgpBc2unhnrYsxE0gqL8Df34LVFNeFbm+YTm7zmTzHLJHgNVYXEPZq/CAjzl99yrrt6QY0a61w/x1H18B7Y+mrP7MEQXYQmBiEqG72P89YROaC9jld6Qan3Jg3MHtFRsfShYIYj9jVIuY8GMukVO+wfTnPK5bFJ/P4ehJo0Z6XsmCeZwDAOA5e32bPOqWE/X6yTI4/Izb3sNuVbODd3V2srYFXm8u+3+8w+wi++J5LyPhJR0qwBisYIEiSMA7ZZGQ8+EtIQM5Alo6xrVCXuBE4qCsG9LIk7Ked/VsSpmFEBnB3vMP9+/fxR2++iS8+/xyffPIQH7z/GwNxNxXrUu3e4A1VdY2+gjgzBKMp4+bmabBtKeWY7Xw6nXCaZ1RhTa6todaKeV1wdzxinlekPODBg5dxeXXfRkoOiGeaU8WiPm9bYVPfPCAxDcQuW1VdJzo521hnb6oyNnCcJuTUGiPZhGZnu2IpK5Z1MT1MnyOeczI7qIpaBeu6YF4GjGIAPg8TBiiWZbaeDk4ATMlyWj4mMXX2tjHxiAzSloTTCMwbAO38je/wwWqStqm+xlZ5d1gcXDf6kPgaziJKKKl2gWhhI1l8PJ2FignQalVwXrabCN8UHsGTkXEmrjJV7l/jodQ4ss60MAZXQR4GlKUNgx+TjTFi5F+rRp9Hsapmq7NJbEawDigtbgTyNqXSoleJyJ90sEXBzVkkdCwEbZkfguTpsSQmsLqfJkw7K3JVVRyPJzx9eo3T6YSn19d4+vQaX3zxBT75+BE+/exz+958AtSKhW9ubvD7Dz/E48df+AxRm1Ry8/Qp7u6OfgU1rgwA9oc9XnrpJTx48AD379/H5cVFKPIfDgfs9ntMux3yMGC/n/DVV1/F8889h/3+AvvdDofDAZfpErUC8zJjnu3PMs+R+u67vXvgyDRhi+b+d68tA0jQsGmYcHkUssLoWSxpafLe+fGAcF8kd+yM/MIBPfPSDdg6DzjiawRflTpwdJjeDbdpfmB96BbU8t/8DDILAFB1jX1OprEHe2Re+rdjTWPqyj342kwgChDdFaaDrCqBYbtWG1famk9S2taqmkiv+H1rsKMQMYcRTUr+rMnKuEErpV0vGReeQYidNQJLpvKhHu66zWOJCru2G9Be0WqZBJKaaDrtHBw8E/BptwbGkrZyATq7Bval6fmhYwSqBqtTKjun6Sj7+dLPls1wH6bkgan4lKJScXl5hVdffRX3793H7LawrKtLq3npA2cnq0JrQUraKR2YIbdAvEnyoDs3yUcJcj0g23u2AKQ1WfFZNkYeXSON+GCj7n61nfkEweCBS6tF1Y1z7NP5dKjQNokKdIRKJtDAr3+gO8rqZ7uEIgi7TwHu2aZosa6r15I3ZiolK59QL3OYphG73WQC3+uMeZntfnL2GrRW2pDyaD+3LFCvjc454XBxaSSNp3WXZYGC8lqme0sbMO32IDhXbQ2BG4ZJBGPOntkakARY5pNnBQqs1EMxjJTEEd/DVhtcPPqN+l2LkiNYsQYT82/z6YgXnn8Bb775fXzy8GPkBHz88Ue4u7sLAMzn2YBMe4mwvjhjLQlp8dptaXY31j91ddRqYOp4Olkn+26Hb3zzm/jTP/1TvPHdNwAIlqU1zZjYO59iRzJos5GU8ZKkSF0T3ul0wnw64fLiAoPPiWabikn8rIEtmH1Y19XsuPusdV0RVGe1aTYKY6+PxyM4Fa94Y1ke2CAFgPWLWgEMzT7QFpHJAjY+RtFhwQj8bH9Ek5koBuphxaJ0D40IvW6ifIl6FvRRuju8TEfsjy5qFP17VQ2kZV94irWKt4RbmsDTTdLSGwnWpcmKxwBuRNKddFByX+Qfi1IKTqcTbu9ugz2bsgFH7aReKoVmFSipQmpD2qVUqOv6jVH0zoRZB0DQXbN6N1Jb/7juCoTxHcYBOdnfY7I6EYu6bCOWsuKjjz7Cz3/+C3zyySd49OghPvr9R/jk44/x+PFjHI+zAQRoFOyznmKdrc5kWdbQqrIRWENsfq4TxOaGPnz0CF988Th05rgtqtP5tVZItsL7r331q/jqq6/i5Zdfwde+9hpee+1r+OpXX8ULL7yIaZwwDAMuLi5wOp1wPB5xOp6wzPMGYHD92/iuxhj0hp/buTEf2zRuv4f7AKiyGEsR9Vp9U8p54xOvi4xK/xn9NZ3/PAv1c7ZUC4WFS0nBWtix8WuQ5IX8Hmh4LU1jTNIz94fYa1tWhWkz+17fMNAacciENACJcJgNuLcOUTqvLfg0tpa/a0bPbEDf1Wmfn/FlL65/Tg3wic9lVWBTxN2CsrYmQD92r01UUoI5dxyV0aoAxhRKY3KhLYWjDDi3ID05E2igqYSagj1sD4DR9qxIK5ov1aRTVBBlJkgCZWDjAYh6piFKGQrFvrYBUQ8Yv2w9Y9/Da5o8y7OsC1LOePP738duv8d3/+C73qHK0hIXFE9dN2+3/2wUYAWn3TTm2TqHua8lJRth1jWyGdhHdGVbXbIGWCTI5XMWyYCz1CLSpN/47CEY8gjW+LE5y8o32rSTLdvYp94d19Kuo1lAVWBdzDkbg5w6SZ2CdV2iiYDnahi8prsW9Ey671YYM2vlBxZstKarnClAb2P8xsSGKYMXnHxSasG8cJAGm8UqkgOyJAkue4laC5bFgCFln7J3AlftGtQqIH4dPEelFIwwEkPrCoW4L2kBiB8v368ODAerj7S+BARBYdc4hG9jU9i4m6x5RhWvvfY1/PVf/RVeeP55/PznP8fvf/973NzcYl4WrMVFwzsiwDeVBZbzYkL2y4LdlFsDiTbdZV7zNuZWT9df4hvf+ib++q//Gj/84Q8x5BFPb24xH0/e5Q7z96yxFXumWRJkzEhptFI2SXbW1wW1WDnXsqyYj0frfE9WQsbqbMqSzafmR7lv8jBgGMx3zMuCZT6hqo0iHPLk8ks2vvB0miPQL8sKJMGIyf2KBN8GdKxVZyvinKcECcLDSDkVhSIh+6+Gr/RAT1WtxhGMCAn4fKWLT1UBDZmCXKMBvHgi9jMcecXfo82uanOjoQ1kiqdzsjsMOySMzhFOlsK5K2q3KG2xCdaSd2AHlVwtRrC2AWAtayDzshbU7M7VDZNAkCNahndNkppWriBrRaFgzaCDDDbXwMEonTNqE7915kIkYRDx2aLOKu4mjNNo3Wu14vHjx/jVr97Ce++9h48//gjvv/c+3nvvfdzc3uI0zzjd2exRpj2ef+EFXN27wr179/Diiy/hpRdfxKuvvIKLywuL+MYBWYYotGazTNR3FXPg8zLj7vbWgN7piGVecJpPePr0KT599Ajv/OodfPrppwGaHz18hF/+4heYph0uLi7x3HP38dWvvorXX/8OXnrwAF//xtfxR2++ifv37uPy0AAku+AoX8F9xCjMbEQHFsGI0ja4GQcCJqZWzwIfbWyCo3bEA/wXXj0wTAQNoeXIg9cYu8agtKaGnAluvUg5ZYgMQEww8WYqZyLgJ6q9qTpj0AKX1rQj3We371tXrcQ1GTBn1IlItfN9aWBNXyxBfKoFxYGtUclSztvaxKbhVoI9ZjdpE2o350jgTpmSEutKZh0OviCt6YZMA5kekdYNzUCmf75cCwMzzB601L76mgJWpG9TlewcNBZP/ez3wMNqx0q3R+29xNQZyIQIIlIXZ1bKsljNUkoYBn9OLHeJOEVDkzb+9jonAhAR7g0PURmEduuh0BbEiteiQbCsBZgX7HZ7/NEPfoj94YDLyys/e+sGYCVHVcGOes1URI2+/xncm9yPiS+ncQDVHvqOfPqs/hn1rGBKOZhq+5Em/q2aUUpfg+zPNTyidrZVNu9v57AxgQyAmIKjpMp5iQkBVMu41ajh4sCIcRxQqmWAdrudB/bVZWw6GTJn9KImETWAIfeqdbRW68gNbcTizxPewW3dwUPUuHtmoaxQSSioKC6nY3WUJWziPC8QMYaqlIJpHCHZpHLENr83dEpM+KnVpg0NOWO/2wF+nTWGEfTRmK3lPC/AumC/3wPTzg+JlXF8/NFDfPi7D3E6nfDC8y/g5VdfwYOXHgBV8ZWXXsQbf/gHePDKA/zox3+OLz5/jOun13jy5BpPrp/g9vYWx+MxRPbJzE+7Cb/94Lf46U9/irUu+O4b38W9q3u4PR0tKJoXnI53OB5vcTzOQXYAVg5w/7nn8frrr+PP/uxH+OM/+RPsLy7w5IvH7Uz487amXS9X8frqIQNjGpEnlhUA4gxu8ewspGLaTbgYRlxdXYQiitl83yOwsYFDshrSMWWsah3qdV2xzAuOxxNWVewhGA+j4SsFKnyWt5qSwOk0GxNZFEPKmHbWYMQZ183aOH8eNgQQNTUUKFDWBdEsnRLSZLaMjz0IElXTcYQSDPrLI2irB/RNFhbLjSs0alrsw1iA3qf4xGt7bIIJUTe64neCwNU7eSGCoWtG4SFeVlN5H1ICGCF3xehWesmObfHg3cSlOSKrpdaMEWBND3gMRCB5wFpLByjte5Fuc2BBQFlQQ8LIsGJPl591n7mR3k2Tp3UvfAh9QqkFjz59hLffegvvvvsuPvnoI7z7m3fxycNPcP3kGtfX1yjriudfeAGvvvoqXnjueTz//At48OAlPHjwMl586UVcXF7icNjj6uoK9y6vcP+5+z4rFIA3XJj/bClZ9btMIGCqHtWsMcrKNucJ19dP8Nv3P8CjR49we3eLp9dP8fjxF/jtbz/A+x98gPfffx+Kirfefgs/+9n/j6t79/Dyyy/j+9//Hv7wD/4Q3/jGN/Daa6/h5ZcfYJ4Xq0PxP4unz+g4zlm+9pTIxMjmewZI4Ptzy1hG+rsDjr2TifRXx+6I9Mzmlllsz7c58sb8EZQxNZy67+FLWRHxIEn9LKUaNFmABN9aIPhj93KtTQbE0kQUFPdxeqoOJPsaMoIusqpt3/L6oqYXdLx23vrJJ/BOcrKdLBPom8lqrWGQeQ/xTLSBWwrfpkyb0WSB2EzUT7cgc9DSUhKfBwhiNJtIMF4EVaWQyWt1y05ktJRptw58ln0tUHIQU6s1imitoKwXP4ylIcxOlLK6NE+KEoC+kc3GH1bP6MRTd5Btz1a1dB3zTKf6Ke72tD1P2r0B9+7dd+1IiTqr2MuwZ5gkeTqsRmMMZXX60g0GDrVWDKP9bvE54HaOfPSbNIafa/rsme5rNrfsfQA+/hs+P9zX0gKsbK04qfmClmnQ2ActUGpn7cuuxzIG/dxz6yoehwnz3GSPdrudjY7zdGID4Mm1FTWaNBQ2wcf0HDshdQ+wVFMETqRpWsBrupTTwFrzATYn+YRo0HJSpNYaYwYBwbrOsb7J03CqBWyI5P2yzGVZCo7zCWtZce/yCru9CcZHE4lYYJjziGEY8b/oetM3y4rrzPcXEXufc3KqHCprgIKCAgooECALNLRkyZZlDbbbbrfb9z73b+vP995PLXf76UGPJSHZsi3aGgADAkEVFEUNUNSQWZXDGfaOiPthrRWxE/lmNwZE5RliR6x417ve9a6eTJwlFouORCxla2GZpQK2v7/H5Q8/5Mb1G4xHI1aPrbG2usbqygora2ssLS+LllItgRbdgulshnOOc+fOceLECSaTZZYnS4zGogtdWzvGr3/9az699SnT2SHf+c53OP/Ek9w/2GM2ncrUlH5B183pFv3gbpEYM16asLW1xelTD9K2Lfd277F3f4++68SyqW2JvRiXRwOPSlglJ40wLsmeD97O+Ii+JLZCCjVtw2RpQuwTi7msq+2vyWSJkca0NjSQMrN+IWmuxsKlpWUIKkVqG9U8Ot0TDVJdgTwSpjg0QcZyajNOOxphc7FL57bGcWcEW5Zu+ZgS3Xwm5fLSz9BoY1y9gzLS8NMYkiw0tv1HMskJIhXVBEcOvwEtdCGyZsukKrIuJT+txVspZFjucEqV2kHyRZdGKUv3OZUxRBlHcIlgIAjqAqQ6vifrZWhMTikXJVdArpBJFjzs9pB/S0RCFmbUW/AelMSs61h+0yxonBiQu8FaZS1Xq1ZlsjRidXVV9ILtiJ2dHd59910+uXmTKx9+yBtvvMF7773Lvfs7xJjZPn6C0w8+wNNPX+D41iYPn32EBx54kK3NTTY3tzi+fYKtrU3G47F2nCZQhiTmzKKL4jSfqpm5dEOpvscArZPvZ5oYNxHRefBBvOGCMLCff/4F+iiZ8PRwyu69HS5f/oD33n2P69dusLN7l52dHQ4Pply/do3fvvMOr736Ko8//jhPPvkkn/vcszzxxBOcOHGCzc0t1tbW6Puew8NDptMps9mUxWL+GUapgkO7HGx6gfduAISOMgjDUt8QXAzB2//fz7BcNwSjIlquAObf6ro+Uq5TyyNHhBzpszAEOUVNaBo9XVoCTnrunI0crPvTAIwBsxhjAeBymY0Yj52+Vi/nkaBCbAGT8rFMK1g7nFOyGdOyjuI1Gcu0hDotQrryJAkTPl+YuQqGCxNmgCP2AkxCZWVkJnOi13JdzpnQDDo3nX4WctFAD/Wow+crzIfqIbWLw7lQLLrMH1ReI2Hj0Sp4b0oyYs9RAG+HTWeRZz6w49EY5jwQXYmQMm6xMtZWqrTZt64kLzWpqZICudStb0vWQWxbDODHWM9BjcWuNF/Ir4hZeRMaPJ7d3V0uX77M8ePHOXPmzAC0gbPZ3Al8G8j0xCjchE8OXAU5+bOkgJPScRMaYld1tdYMKaDf9KkIsNbPK1UcK++HAbtf3wtiOX8GcBmCWOegcVXHnIdJnvy+96MjMcL2kUdifMXZ9VkUj80sDHurE2Pm846+68gZfGgwbZrNYM65Lec+BEfTeh1RCF2n31vPkHggVx9QW7ucfenU916aSibtmMbArEO9TnuclkvtO7VtZnV1mZWVFVLKTKfuM5UIs0FTmRSediQAZD6fcTg9YDaby2jFpsG5UGyjcnJEEjl3gGjwc0YlDz0JSVT7vido9S+Elq3tbZ584jyjpuXatWv85s23xHYHsMpIjXG6px2cOn2KRx45y8mTJ2maEaN2xNLymI31TVZX11hdXQWgaVpOnjzJk08+yXw+Zzqd1nXysubkoY5VjMIXXc9i3rG7s8N0OmUx6xTIO0LbSNWw/91mTLH06cmdNIQG7xmPR2WNg/dM2pF2wgtGCcGRdV61dwHftkxGIwF9JuPwmSYpjnKU8ZXtSJNzGsUnQvOE0JCRUnfbjsTizzn6uXSXNyEIw+wcKXWy55R4i8HkN2qzF2OR0IiESKbcFMxm0qowMAD3JqbVjWWnT4KCACX3O6BPIqBWohDbiQTxaPDN2fQ6dpkdDXhZW+05chnkQoumgSVMSlW8733V8JRyZM6lCjnMFjHgkZENHbyUV4r2Q4d3l85OFYsroJLg6lWwOjBurjtT3iKrHsKjF4VepF5Gn43HSywvLzGejOi7no+ufMTO3bu8/fbb/PjHP+bKlSscTg/wzrO8vMwjj55j/dgGzz//PM899xxnzz7C1uYm6xubR+wKuj5yMJ2xe39PRO99T+7VNT8l1R0NzbglfFkZSUqPdZMUTao8MQykhcbTtg3jkXR2j8YTVteOceqBB3ji/Hm+9tWvsbO7y+3bt7l+/To7d3Z4//33uXTpEvfv3+fa9eu8/8EH/NPP/5nHzj3Kk089xTPPPMPj5x5jfX2dpmk4dmyN5eUJ+/v7TKfT6oNVansmcpcEwjmOePVlu6wGe2DIwDCIUUVnqAe86mIGXarWNKDjl2yEpgFH86MbvteQ5Sxsfkk0smrfYtX2OmONFNa6yqINwWoFRzI2TYDNgsViTt93iB4t4n1f2BfRNem6JJtI4op4f8jumGGtOSIcaQ5SlknYc4rVR7mglV2zkkzJTvVhBAOMoeo5dQqaAjodS+oCsRe9ELjyWUSDV0GiMf8ok5KzWFJYqV26r+2ZHGWzrGwuOianLgWVrZLnrrtfgUO1NLKStVPPPmEPLYGxYQTq618BTczAwIdS41vp7Kb6DhaQZeHHAWVKRd2/dmaHe86eY7WUkhj38cef8PLLL/PAAw/wzW9+k1OnTqnlkz/ShVyZZWEnUsxkb0yF+519Lnq2ICPbgqfJda5tGphrW7OEPQeLM3Yz2Frb97Z7wxagglFK4lSZUttvw+9B+RG2xeKAxLKkUqaigRxoiZ3uZWx8pgZ4Mxd33pNiFAYxBPq4qE0Iuk4m0/DOEfseawZMg+Q92LSwwghq4mHl+sFrmZ1UjD2pt+QNRq2dQ5RNky7rYbOFTb2ROyOX/SHvKcbgPgTmi4X6QjqWVyY0TcN0eqBxuE7Dkj3WlddyTuZCOw+jdlT25mg0YnV5lQdOnea5Zz/H/ft7vP76a/zwhz/kww8/ZDabgTaIFG7diQZ0c3OTZy48zblHH2XUtty+fYfZfMby8jKL0x3Xrl7j9dde49q1q7Rtyy9/+UvWVgRM7u3tyThNjlZ0bF/GAXjsOjFYz1l6JGLfwSIxaWS/Be+J5RDKniZLRSRpc1mn6yGvL3ZAMg7U5BFJewucOidQY1EWyYGd+1r5MgN7lc0N9PhyVyTdN1478a3RNxPD0JIHCqTTe1TirNN7Bnyq91WrNl1N0+AbAaepF7JDzo/Xj59oCAIYzDpBEmKvCy9B2IvTQDnMxuDo2aKnryXZQXApWf7gS5cvMzzYWS83RKuVVPifKC9XbBOaAdtj/kqgSfyROcFWjxAfyqQ2Aa51aoHhxO8M60RzpWu8GcxMtvfvYxTxa060zVguT28HOjL4lsUHsmnFvX0yHjPWQ3X79m3eevMt/v6nP+X9i5e4u7PD/b37+MaxvLzEw2ce5vkXXuBzzz3P9vY2Dz30EBsbG3gf6LvI4eGUvt/DBsx3Uda+XEJZG4lyVLbVAFWugCpXg1BvzyVq2dUE7jmXZ1I9+xzeHxTw1DQNbdMwasWOYnv7OCdPnuLChWcgw+7ODlevXeXKh1d47fXXefudt9nZ2eE3b7/Dm2//hh//5GUuPPkUjz7yCI88+gjPPvMsDz30kAyiH42YTmfM5zJqyrobc85lL+ac8JiWSfax2UVZlnkE2EHxlxyWpOyiqX+3i96yfLPosL1d9SWF6XK/m52WN02DQ58o3pjDjmU9LOUSG5azq3efL7OSpTzV4b1jPJkURr2ycJ7cJ/ocIcmapGRzznXcX1YrqF6mngQdFQZmil3naMcBQ1eZVd1z+lp4A9uurGvGFbcA2XrDjnGnjKuwVTFm1e32tO1ItF+hakgN+Al4GJ43K9sa1qgSggKKEWBZS/xJLDf0O1r8qo9QE0RfR6zWpg9PTj1lZB/GaNvflNVyg7hCrUQYy2KJyhA0GhCS86nj1KL4pTpMd+nKWljyYz+11E55jt47dnd32d/f58KFCzz44IOl0jPU+Zl1B2XknysNMEeSnMGZ6mNPdLkAQXkd9UoETDfpXSUfsq5l2SMDRrj4xzo9q1BrJ3nZAAAgAElEQVSfubexodVWC293llR7hp+jAmppLPEW54sLgFZUXNCzkAZ3DCWziakmTOOlCYeHh8wPpvr8+vI+bhAjUhRz9+ilsuCoMg9pTlGGUVlP0xGKTED3sHoM9ynhdB8bM52SyQmsWiFTj2wKi0iOFoUxr4lx0qYYnRySpIkl+IalpWWch8lkRM6R+VysgkIINO2IVucs2+fwXqzbBISG0tTZtA2j8ViZ0pYQWo4f3+L8k+e5+P4lbt+5LZ6J2WK6PKu2bdnePs5LL73In/7pn7K5ucWtW7fZ2blLjJGlyRJN03L5g8tcvvw+s+mU2XTKm2+8wedfeIHTp05ycLDP3t6Bmp4nxTKDfKucV6cMuNQUTb7mtaJSDmvZBgmfHTlbvK7nzZJA57xU4+Zzul40421TdfimBe9SxkUhQBjE+TqGtsZfV0gyKGN+9VvYZCLpVO+0kYj62e1aQafAqO+pdxUfuXIGdC28L3rd4fSnYcU4p0STuwwekonu00CXYsFCG02yq5m2ARGcI/VSjLPOPL3WjwYbY77Kg6MIwu2Qk/XOLyBTLnCcxwc1D3eCYlOKRE91R8/WE0RhTMRDSgNczkQHDfXiMPDgneqpUh0E3ysbqdSB6C900sLyUoCg5Y6cy/uCV7s3J3qO5eXC1N27t8s7b7/N/37lFd588zd8+OGHHBweMGpHnDlzhudfeJ7HHn+MRx8RV/3t7RMlyB5MZ8xnC+aLjm7R6WfPFh/LhWdAxGWHJ+jnSkc2QFlrHOSqXbUmIuvWtZKGvIFm7c4RXR2rVewxfKYJDeN2TDsSVnI8HnFsfYNn149x/vyTPP/5F/joykdcv36d3/zmLX7xi3/h46vXuHdnh399/V85fnyLl158ke9897ucPXuWtbVjLC0ts68C6aJT0T1TvBBdwuV6cdYDU3V5knFZSUm6Fd1g7exiGo4bk5Imuir19XPOdJ1k8caWWXboStnIbKxk72QP2TVYd+VRjaOdD6rXXzkWdmEHfb6WjVZGMHhPaGXEFHYmvUy4SCljDgUJvWSdM4mrBJQSGBRE4aXTc8B8miZL/Opqw4EudRFYp76ynYO4OwAI9bk5bRSS0pf8FN8xBcFmdSIMpTE65UWVucoyvWPwmQyYCdjrC9MKZiPU0LZJ/VFb/XN58Fnld723OGLP3kqxnphljclyydR8vIKrpMynhLaeGCuDhFY2LMEp4MNpQ11K0kgntJR+RyvXC8guTWVWok+pJDs5G+CKxWJkNBJbraYRg+44sEtzUFi1ITg0ltfYGrlvfdFOpZTwHWovZefE7MoGCZAy17nPBchlZ+fHzmsuwNWr9pUyps+eu57vciBVGsGgQciAtH4Pa7r0hPJcZMIG0iASfLnzjEl1SIlZQoKXEmNAq3AyM9jrtI1hIiVMI6UBYQiO7G7zAe0dyESdopXNKHo0Vq2pSk2symUja10cJBzgg9kFJWLs6buetm31rxHeW7d5VkAiJdAYuyLHsOctentB7PO5eP3mnGnahqWlCaNWtJDz+YJOfYCdNlqOxxNWVlZYXl6hbRsWizm3Pr3NBx9cZmd3h0XXcfvObS59cInD6eGRhN17z2Qy4dQDp/naV7/KH33zm2xsbHL79h3u7e6L36Kyqc7B7r1ddnd3S1J4584d5vM54/GY4D292sCZt20lqUpUAJARgV6qh62WdR1JpsvkJHOhc9Sqgm2/TE6xkFqWXJqTRdMEZjMrS0POrhJTyao2vRrkeyVxLNZaAlVtpqzHRO5kZaedg9DoPnWSoKjMxTvl8VX2VPAada1lLTQRRwg1aZC05D4WUsSqfXYXpCR62qbrOqXmK8CzoFkuXSgMlJ3cPDgsUYWX5sFmFjQl48vyIMRcWx/kACAOyw6N97qxjeUo94S8b0rltXxmMGnAFdCaqd50OBFz4tRnzNmifaZhJsrBI0tgiKkCMwvyBlKNZRxOJpUHJg0Kk+UlVldWWMxnvPfuu9z89BMuf/ABb775Jh+8/wGz2YyTp07x4JkzPPzQQzzxxHnOnz/P1vEtlpdWdLZpx3w2ZzafM+8WqqWpO8D7fCRgDbVeogCoAH+o5xta3iQdkVSAosRRks5ytT3gnJBm0vHnNDiaSF5HcLnEYq6jrHTSQjtqGU9GLE0mPPjgg5w+dYpu8XleeP55nn7qaS5dusQnn9zkykcfcvHiRe7eucO169d59NFzPPvsszz77OfYPnFCfCsPxHty0S1Uu2fPu7IL8qjq9/UetaOglOzJdkHXcnXOtSxd9tIAQHy2E1sunaqFGjJR9u81XFlXbwUVVaitpbMBmCxG+7b1soEFTbn090vDiXMaXOQhHZFu5EEnsp5dK731fSyXMK4mfTKmrHoH2merYG7o6TjwMStbc9gJa0AL4OgagitA0QKlZLoCFpvGAFC1C3Jl/brfBe0aYwyMw3DsXN0f9s8GSm0Py1mozU0mLTjSJUzCuaYkzZVp0P3yWfkMFPZq0S3ou57RaEzbjhlstsJaVBmERrFBAmFrWc6jsmZWPanbTXgvseDqWCwyBwf7eO/Z2NhgZXWl+rEx2C/DRNpYcKdNFRjYivp59eT5oFo5ClAEmwMuiYAMH2iYOOkuj7H65NlFZbO1S6zXc1xj1lFpxdFdVL960suqGfx7/a6D/WfHOtezLlWbqIyLaAdTrkbx9XwK6G3btgAVOzNWsWpbh3NNYQf7KOXqob5XGEKNq5pANM2IleVlMo7p4VRkR3nY9JQV+EFeSLm473pC44t0pGnqXOq+746ARjlXrTKOgcVirkmwAveyp6PGf0myRu2odITbPR9CKD7FTdswmYxp25b5fM6VKx9y6dJFrly5yrVr19jbuy8elzGSXWJ7+zgHewfcvbuDc45jx47x+d/7PF948UUuPH2BjY0t7ty5zd27Aji988Uw/eDggKvXrnH79u2S0HZdV8ZnTpaWdMBHxIe26PIoyavhjsGOcJSu9qg2YLGvIysh0zTCqLpcHSLkvydS0tJ2qFPdfD+MiAYyqytGzpms91jQBpgh82hT2MjWkaHEWopk56Vq1UAFo9polYZnUX9PaUZX4tuAVHCuTivST1t7Biq5Adb0qU1xfY6EnCH7QQARBsINfJ6svJAs8A7KtH0fC8sXnMOFpiyUvWbMWTOu6v2FHRplN8QEVdvVU6IbICUpTWvZGQuOqF2CvG+jVgMSBIxFk0UMg9FLw4BRyy/KOGmJ19gFs14ZWpWATY6gBMo2NLRty/LyMsvLE+7u3OWVf/45v/zVL7l69Sof3/iYvb09HnjgAf7dV7/K5557jocffoRTJ0+zvb1N27YsFnOm0zn7B/foNMCmGEsAFGBnmg0NKAX8iA50WIYpYEqX0fzivJPJC9aZGWMq2WUIAZcMRNl7eSKiy/NagvNOZo9nR2kISraxoswqnc5n+EMReI9HY1ZXllhdXePZZ5/joYfO8snNm3zyyae8+tqv+Jf//XM+uvIRL7/8U1ZXf8GFC8/w7//9v+fb3/426+vrjEcjDidTDg8OODg4YBEXAvicgGSff/e5VNDsSAn6CN5lLWkBlsXbpI8BSw61RGfgw+yqjD2xsnhl34yaqkAyWZlZr9eUGHQfh9JYVjt8jb105Z/RwJNUHyldsYmMI5cuucocmZVUUHakbICcCyOV+q5cZqF4yFXWDmopWrzywgBI1nU1ZtIAhn3WWu53A1seK+sbEwOm/ZPEJ+B9zcBzVumKxaQgv9f1HSIQ9wXEgM1UTsgM4gq2bGVkP1SGU/ZLLQF+9nujjH21N6pJgqxB3W/mi2oBF+dxoZb2FvMFXRcJYYRKlI8AODunLvsCpCzjr0FcdUeqq+pjZKzTRixZkNdJAlbm8szH4yXOn3+Shx9+iPVj6/SdGQPXDvjCXuo+NzNc0YP2xH4gnSgsSx2HZ5/RKjh9F5lOp9y5c5ellRXa8ZjGacLpst2kkoSqfVVO2kSk37k0GGhywpG10OTERmRmrXYZhra1LRKG3wWdcs7q7GerONk9klKk6+fERWWVU5K7bXmyRNu2UgnpZHJKdrDoO/CONrTgPDH3AkL0+0iCFkQn2S80YQg0oaUNDcE5Fl1HTmIwLtm7J6u8pdFRlDH10MvXHIcllicTidPaDGP6xpQieBlL27bVnDt3WeNiwvuMkQ4xJe3QHcn4PAQLiDm6NuyMRiwtLZWSpnOOruu4ePE9PvroGpc//IBLly5x9+6Odio7HjpzlmeffZaTJ09yeHjA66+/zv3791ldXeNLX/oSf/jNb/LkU0+SYubTW7fZ3d0Vm58sZ2tpaYnl5WX29u5z8+bH3Lt3DyvtzucL3nnnHR595FGOHz9OOxrDdArBqazHGj8UfGVrnpWk0OxoqhVULqBfksTqx1gZ6yqdcsrk2nqIjG0YTyRJl0aZqo+3hNyScjs/Et+rfaBLkswE7wkIBupSJMQMrWoUXVDAqJPgPDU5VdA4TFxc0GlbA4x2dE57xUimuUypJjKNtXWX683pNxz8or1YuZg0S45JDDotWxViobKNssC9Uu1K4SOgs9GSW6/lD5xMe5GycQU/nznmctAL+2J8g9cSs9jkpCyTXmLKNDTYKKqY85FFMbDoHWU2dLYAXoKSroO3udKxXBDOQatWCZPJmMnSEm1ouHr1Kj/5ycv87X/7Wz69dYvllWW2Nrd4+ulneOmLL/HNb36Th88+jMOzWPQsuo69/X1m8xmLRaeWGJVq9YIaNNAbC6DAMARCFg2meHgZ2zPsKJYHLEFSy6nKUg7ZjnJBN8L4eMvJMvgsN3cB3KYfL+yBgLKs2Um5dGJP7PpiwD7ZO2BpaYnJZMLjj5/nqacu8Pjj53jk7FneevMNrl+/zrUbN3j7nXfIWTQ7586d49ixNU6dOsXW1ibtqGV39x6z2Uz1gpBUd2xZPyhA08vRGKvf3c9OM6/qB2mgvDZj+PIssEtI/2xS0OHqIZI1tEOrLIieZE20Usnobd1TTmRnukf7HDULtJ+hoXcIwozIfqzA10BG01hZXtgyCu9oZ0m1w4W51XOqIm4LzKZvFalAT066JiWw+MHlbyX+DKTCqBoIFIauJjVD+5uSZEYpTRW5CRQGsv6OsW8WOB3EWoGQM+I/87qVSZVAmAdAxT4D5Z+ddwQXMCPzGC0bT0d0xUMbp4ywgN5seJLYES0Wfflcoqk8CtJtr8TUyyTgQUA33Z7pRPu+YzabgoNlv4xZwBRWIka6vienjlHb8sCZB1lbP8bmxgZra8fU127Q9Z1rR7pMjcn6UlnGnC0WBSQeuXwGifeQ9XDe08cFe/sH3N/bo2nHRaOevVfcqMylt4Yh7VbPrpThTc9eE5h6E9ieGVwf5XOhdwDOlQEPPjSFCS1yCl+njeRM+R0p20n86vueftBwlBGHDucDMfYcHO6RY2YyWaIJnrkCttJ0pKxwq2yf7T0DW13fMxmNaZuWPkYO9g9ZdIvS4CHCfJEvGCvbxch80TNuQ6k2CBMZ6elYdB1lkpMCu9AE2qYlk0s1Sz6nL3u6N6YxNDQjlYo4ee121MrEm8mYyXhMzrC/v8/Ozg77+/vcvn2bn//8FS5eel+qQimyurzC5uYmm8c3+b0XvsC3v/3HbG0d50c/+iGvvvYaTdNy9uxZvvud73HusXNM53Pu3rnL/v4B1QpQBiqsrq4xGU/4+OMb7O/vl/iYc+ZwesDPX/k5J0+d5Nvf/jaTpQl7+5bQhhqCnaNGfYl3sk7xSGWlACnr61CsYTSWrZcZ5I9Goslv2lbxkOwj0yY6LJba/SA4J5fxrKmYjg/HuBrILxjF5qOrLt05886GxWJRZrcXvOidxuhQ4rXtveA8jU4tMxutenegeGGgJdZvIlpWR4PafpRxPd6prYuUhYfZuP0ZO3hCP4t9Q7GrcbUMKJ2AIuIV6l8ZniS1dWN5DNtk0O6mox2vZNU/IZ/JStyWHXpX2aCY4sAAWKxoLAuoGktlPp01IwiHaWXb8rQ1MJlBa5+6clE45xi1DcuTJaHpRw3z2YL3P3qfH/3w7/jRj37InTt32No+zotfeJEXX/oiF56+wJmHzrB+bJ1uETk8lO7h+XxOpz6Ww5KRBUd7qPbJj1qJ2GQCoZ4bHwq17MrlX1lbA1NWckDXWahyM4HWLtIuFjf8PKC/bR2rxixBMK2RZsiolUzOoiFCkoSDqZiLt+2I8XjC8vIyJ06e4nvf+xO+9Ud/xK3bt/jpz/6Bn778E95//33+83/+z6yurnLu3CN861vf4mtf/SqbW1vgHDt3d5hOZ9W/01D/ALzacRWWO9RGjlzLjaSkF8xQ/I9m4tYoZlq1zFDFkLLNcTeqA5zXEnGZAkO5LOszLbegAkc9sH7QPIAxdTUTzhoYfAiqSfUCnF0qjIx9hiGQtPdMKamuTS/MlOliJ5OF9EzY+cHVrmUrVWZ6vLN5x7mAx2RsXGleQYNSV5wRLJZYWVoy9Ao8bH2KN6WD0o1cUQNBLYwkyFpo14XJg+Y9Bbtl7fQvm/NrAHEYNOtaUSYnpVSBDTAAjcPyYwXult3HGEvFwJpwTCM6TAZkf1onfILIZ56b/ci82vl8RtctSqnUumhdkCSg60QLnXOmCYGllWWWllcYNYHFYsF8Pi/JRbY9j5SO+5jIsZboYkqEpqXxTYkn8qwyTSPnv+vErFjKtA3O5VKelSanhthH5tNZkQ+0TYNzDSmazk7MxMnWvJJAq0QyYcUqYUHLiqp5HZwjSybkOZhkwy542W9FwuHdkUcgy2wXtsgrykSlEBhNxpCrl2jsOxbdnPlcRr+lPKYhiNZ7NKZp1M/Re9rQ0LQjyMI0WSWjW3Qs+k6TTOvkdaDsUUwdGZFvyZAMNLY6vG9ZWloW+Uhbu+gNIIWmQSoqtr4Sg1LOzOYzPRdVP3dEkpFr9/V4NGZ5eZmJOoL44OnmC27evMlrr73Ov/7r60VjeHB4gHOB9fV11tbWeOLxx3j66QucOXOGEydOsry8wo0bN3j9X9/g1q3bnDhxgieeeILTp04zny24desWh4fTcrfJls+MRiNWlldwDj7++AZ3794dADHZH/fu73Ln7m0W3YLxRKbTRC3njkbjMs2m7/ti45eSzJSu399KxalIFmST5Wo8P4gRth/FdUQMt/uuE4uilGnUrN2IFXuPRhv+yFn9HWWi3WQyUa9VX/4uZ17YZ5HoZZ30YgAvQ070vcTwpvFKlkhznTNZie6bNPj8EUuCa2JkyZtxJXIuUvlnryMpmzJJQoOZMBDyCjllochzDZC2QeUzq8djY2OUgkw+yeKK3mvW1AYBpD77kq33MQ4sPATIZKdCZqfZIEKPxxhxWc02vSMCPnvaEHBBdVAaWF3OopNcGjPqGwlCA9bJSrtlA+gDqGXBbPtRF1nXIivFrWXNyWjE2uoKk8kEB+zu3OXXr77KP/zDP/DmG2+ws7vD2Ucf4Xvf+xO+8fU/4MyZM4zHY7oYubuzy2w6Z97NC2VteipbX1+sfoZNRppl6+eXIClrbEa3ltGWPzs4EDDU4yGZi9qpmN5oyMRawDY7DIlbko2TIj3i7YX+nrckINegLqWoUC7AGBOxi8zmHQfTGfcP9lmeLLG2usKx9Q22T5xgfX2dU9vb/OiHP+K1117j009v8vHH17l+/To3b97kz/7szzlx8gTBe3Z37xXLCBGnD4TMJdFxZDOvRcT2SU6yAg7Tysl6VkbMAJGAHRk/ZyVGA9KyJzEQ4tSgJUMkw5Ey8vCSo4yxKiFQ0lnRVvXSAS2mwcoYeu0A1GDktUztg+bPqe4XFMhYoTYlV6YA5JSK1KTvazeeMRNO2TqX1eg+JfsC4BpwUm2wvUFWPaImdTZFSdjVnqTNNpaxyj8KuxajnF8ceNcK86Hj0nwwkFBfy4B404D3auniwIB4AfhWrs1HmeYjjHOu2bn9vVRPfFPYUmkkEPAnPx7xGKwsRh8jjbKCQV5ItL+p2v7Ye1gZ0eKqSRVsD1vJy36ss9s5mwKSaJqWyWQJp40UGbmQgumfsnQRN23DqGkwKyWzzklJjY31kgk2EUgnkGQFX85Kt8gcX7kU5dlMRuNSWrO1le/QEVNkNBpz7Ng6o3Er85hjZbN9E3ChYT6bsb+/T2gCa6OWtjHvOTU8NrYnSTXDTtBQipC0WcTmKUNNlLwxLVnuFrN4k/hYNVvDmGGXo2hpNbGwi1pjq3fin7e8tFJAREq9gk5JUF0QQ+aYEi5auR8BlTGzvz+V/aFyF9ESCjhLMZKiU5++sYDxriNH2c+tulpI3JXP0o7Hon9WPbyMiuyZzWYiZ4ipAEUjBxwBvHyfsZ/glNlaWpqwvLzE0mQZnOP+3h7vf3CJj2/c4OLFS9y6dYtbt26zu7tDjIm2bTlx4iTPPPss588/webWFtvb23I/ajJ6+aMr/PIXv+DDKx/y0JmH+NKXv8QLL3yeSObOndscHh7qeba9L535bdvStJ47dz7lN2+9wcfXrx0pmwYfSH3m5s1bXLt2nVMnT9I2LYvFAYv5DMZjRs1YmpIU0xwlCSS+xiSm8o0T2Zn5czq9H9GKjaydAbtMFyNpOqcJZhBfR0vaHWz+v6UCoiRAKv/da1Km+9yJFMQpk973kb6f15jrUJcB8cL13jEa1epxcBWvSYNs1Dheqy9DtwRjGW3WvHNWvatWQMMEvrFZqeXgQOlKs2AdyTR6d5USiv4ldGj9kMMRWgXEGIPidEH8UZ1KBUTGBHrQjM9KT2b/4qWOJ5eor403tadRFqLRckLKmT4aMBuMQtS/k63HqpawvD44S/atnAiZtmlYmkw4trbKqG24ceMG7/72XS5efJe33nqLK1eucOzYMV764hf5wosv8qUvfplTp06TUuTg4JCD6SHdQufEotSV97h0VF8gDMCQJq4slcNuvCpkrb9bWVzbtMNnahmlPRcrp8h/zFrRtOkV9vyObpysrEPEsimnQNs6Y1XPo81IxlQYuEgxl6kSfd/RzeccHk7Z29tjbW2Vzc1Nfv/3v87mxiaPPfYYb7/9Nu+/f5H3Ll5kNp+zv3/Ad77zXZkssN1y7949DqczNcK2jKqC4BIcsrynXdbDTkpj2wXNacZlXc6lNGZpxZA55Mg/e71cjFkzUFclBJ/5veEz18tNGmT1GaSC2OS5JmFzyBnfjnQ6ibPcS0FueflyqVqyZLY8uNohLGfBFQ1sNiCW9O8DdGXbJ+nZLFNO0tEE07TPxhw6OAKGSldflHKx8x5CUL9J68SlACoDA5L1OlL6rLlxtRyx1+/7BTlThP2FoR+sv1wgA6bWWcnTGjzqxJGhnCMEXz6nsR/yEpmo62yNIPLsFQArCDeGJ2fbLzbkwJbalSNfRz3K/y4g1EtpzMq4qE+cHWUvnaKj8ZicMteuXWVpeZmTJ04wmSzR9/uyxrrfGbKgJdPxRbNoSUmREblU2FFAGK6cSwd330mH/dLSEq1KJlIGX8OYxoVE1/c1WfE1/tqZ6DqxPgrOQ/aFgZfZ5lkBrbyf8xJjrPnJOqqT2seYQbwRI8PGl+EesHMpIMsMr9XPMUM7algaiT3M4eFhYW1sf/VdBR2kRN91TKdztVBpcQpcvPMy7zk0NG1LOxJm0lwkGi0XgyXzwt73fc/BwYHsh/GYpaWepm2rtjHLCDkDgqWaZhZSWcc+OmHW29GYyXjE0tIy49FI3Qbg9u07fHD5MhcvXuT69WvcvXObTz8VO52maTh58hSPPf4YZx48w6nTpzn78MNsbG7Kc+t7Dg5ksAPOMZ3KuNwnHn+cRx85x9MXnmJ1bZXd3R329w9KLJaKg0lLxAx7Npvz29++Ix6Q87k2vUTatmVzc5P5fMHHN27w3rvvsbVZvY6l7B81LuqZHVDNVt1LOZa97HQPuEGcj1EkC2h1y3SxwwQ6K0Mp1c0a44zd90c8cuskm9FoLBNrQqODOvTG8ZJQinWRnE+HxVjVEveRqI2OtanNHeHAjNTIqf63zw6yyMosSt7lyhADZYAGAFurNoJcpWRZFkp+V5BpikTtVrRRf0Ok7nUot6DnVHVx2uVpIBInb1YaNBKqSZQs2Jgaq7/HlIiawfvG0xRwKht/qCHLWX5XYo9cglnL4dkYw5RKgJev4srhLZY6WR5Y4zwEA441M2mCZ3lpmfW1NULwfHj5A372s5/xyiuvcP36dSDz+OOP8aUvf40vfvGLPPboY4wmEw60oWO+WGjTS9SNpIDA1tKrlc5AsD7UZJULzwnrN2QUddERSwuzLKq2SsPLsr4m4AUEGIaFemFRmOXKpjlnDUry0D2u+HmCoy9eYaIVKqwtliCo4N8aUrIMhe/6yGI+4+DwkLVjq6wfW+Oll17i3LlzvP/+JX71q1/ys3/+Jz64cpm9v/1b7t+/z7e+9Uc8/fQF1tfXaccjDvYPmM9m9Pp95NlnLU/L/xCNaXCaqOgEIt/oodA1MOzkqM/DAKTpwoxpGK5rAeQJzCM1kaR87SkAzmXERigfBS45V52mmEmrt556luYkpUTnRJcbgivPp2a3vvx+ZVcy6DSYRJJn68WKxDTA9tnlfTJHjJj1bMhekqTHWwltcEa8N88yCoiz6RbDn5wogUiUDnoeqawUzsqFww501WMZUHCVVa7zsK2kavITCjsogNBKsZRA+G/9CPATFkIcFTLG8A+bAhyV7U/oqNM+K/On38MlPQ+2HlYtsPcS4BiG5r1YQpP1eVTgaKc16TOxZyZjCwUsj9oRbWjY2dnh9dde59SpUxzfOs7aykoBOyLXrexrCAGnzIhICoTVjqlKDHy20rayE94PDEsGzzgnGV0WmqPxR+OzMCAmsQCzEClNCfpXr+bnXps5Uha2BB9IMXM4O6TrFkzGSwIW+54QMt4LeImxp2kCo/GIwEC7bWckcSSOylMWgFHGt7UjTYZk6kkI8noiC5BZyGFpCeE1OvpYZ/460IodtkkAACAASURBVAR5Rm5b2e8+MGpFHtQ2LW07pm1GiFygV99J8abMmrz0Cx3qEJOOP5Tz2XQ9TSPuFQY4JTKL9r8ZtxrLZM19duRg00VGLC2tMJ6MpUO6Cezc3eHmzZvs7e1x9epHvPfeJa5evcbBwT5N07K9vcXq2irb29s8+fTTPPP0BU6cPMFkPCEnOJxOuX//PgcHB0xnM2KKjEcjvAucffhhRu2YkydPMRqPdcrYTOQLbavJRFTteiKopGV3d4dXX3+N23fvsn3iBCklbt26xerqKp/73HPcvHmTjz++waVLl3j6wtP6zNryGbq+Z9S2NXmgkgjCBLbS/OOqhZsASE9MmcViStbxwkJg9XQqwxFWuxIzEgOHjg4eG7SRkfMSF33RuTdNQ2hMEx1Lcpm9EF7T+VzAvTbCmXVaGY6STRtZK4o51279kD12Qu1+s+9tscfOXz2j9iNNkCXe5ETOkabqfax0W3+rvI7+95hS+bNGEbs8sGpAMl2nwK+wUYOD6pwjEMjGDGlAt+5nYwIzlNL0kOXUb4jTg1H+3YEPbhB8Ugk4FN2LAMzgSujQS/CoeFXAt3UpuhIo1lZW2NhYJ8We377zNj/84d/xyiuvcOvWbU6dPsULL3yeb3zjGzz7uedZX98gdj13797lcHZI38VqSZTF6gb8YCqOfX/JmmMSZ3rvHL5pGE43sE7SZH5SVLajDCVn0A3sa/Zu/15YN2OKnC8MD1kBhIrXiwFv2VUmOh7ybzrE3Xm1FxhJmTHVkpwuJClKF7x84oxTVi6mSJqJfcV8NmNtZYXj29s8+OCDPP3005x84AFe/slPuP7RNX7845e5ceMG3/jGN3jxpRc58+BDTEZj7t/f4/7enoqHpYzlks0wh9LRafOgNWlwKenncIYybIPU7K1Ek1S+swESA132O84NAKcGAm9yiWwHWPZznSPqyrmKuFJeiOpvZ6yxsO/KbiTEIiSjspIKibDPSK0QGMa3zFcYw0yfcxVCDw2mHUfe29n38DUJs6zjiJY4m2ZKs2NfY4xp8iz2GDtUmhZcUz591nNiEoS+X9D1C51wYF2KAurKZ2GoVTObKtNeDs3H7TsMAqazppluwHxKmmklHvtzJXn2BgQlCTMm3z5HfQ5azi+HqT4pGYO2YOzGg3OpoFjHQdq+AtW9JtWyZaSqkhayl70j5KAXpWdnd4eLly5heuS2aTFm3dhliSGS7LUD2zHnIPWxxgmNPTFqLHH1NZomyAWoicp8MceszOxCLab6HNVqB53WMmT/hu9p58OAvuJNiZ/RmoesxNzTxw4XI9OZTKBaXl4u7x2jTGaJWlmxJpjybC15plYjpFkiHWkW6BYd06kyakBoWmlgwJEGmt1S/m5GarYtI90mS0ssFjPMwgWyzFheyDzsthFm2VhvSy6Sfs7QBBY6rtXhiMfW9JnZPeF1WkktR/pGupRH4wlLkwlLS0t0fc+t27e4c/s2+/v7XLp4kXfeeaeMgQVYXz/Go+ceYXt7m0cfeZT1jQ22t7c5deoUS8tLLBZz7ty5w3Q6Z7GYq/1UpFssJMzGTDNu2D5+QrSmKbG7s8NsPlMZSFCDdiqZo0213WLBrU9vcf36DbaPn+DChWe4c+c2uzu7rKys8MILL/Dprdvs7+/x8Y0bfPDBB5w9e1bfJzOfCTuam7Z4Utfqoi8J0TD5tSQzhEBMkcPpvrDK3uOSnC9zMTCZXkm8B/HE7mWrnMheF4BsjiBJk/oudUeIiOxbHf1nybkmNdrEZIm57CeVYKmsJuWkU3E0Rpf7rETIcsZiTGqzVjGC7R8jBYQA0nvKO5ohgCjBIiu1GjyhbXFKb6fBnytBngooTC8zZLhqKSzrAkpmfESkTGW0KAFLdBw5qy7OgGkWHOjJZbIAOWvJTrylolLI0oAz3ARU2x5dRRm9pYdbx5XFnNRRRQ5b0zSsLC+zvXWc4B2vvfUG//W/fp9XXnmF6XTOuXPn+Oa3/oivf/0PeOSRR8nOs79/wOHePvNuJq+Xa8eSaRgrGNYMXHPdmKysoBslJdDO1mKMjBjACislG2WofaMwLHVEXmm8aWRSggnVh2ORql7ISqz2kCuAd9TyfZUbONGXOqHQ22askoSI3jGi+3AjzHAd51R/Oih9emE3Dg4PWSwWLM2mbKyvc/r0A/zHv/wrzj32OP/407/nlVde4c033+KTTz7h449v8J3vfo8nzz/J1taIjGNvb09LmfUgFpuRwa61Sz5l0+Y57JJHD3XWAObUJkWaboYlaMlSk0uatNSD+lkvwVIqKcChnOR6uWqpQ+KoseECQC3IhRAgO92r1b/QEagJomhzspO1Nk8zm35gY7BiSvocHG1olIERL9OsndHW/WoXqpWjLQZkKM1xFigNDJo34XDqhTGGYmNTG7KkLFRjR/VGC8LudB2zxYJR21ZdtWloC3g0BlLiWB1b6ZVFlPKdgfeq4wHTQlsiXHU91cx6+FO135aoWdetxjm7qLAxZRnvYymzNsEXEJ+068rKdFnBkLNzbTIABTopQ6tlzUW3wDtP0+olZlZLyiqUMY4KbPSr12QHChtqBt/CaMRSCrayrZTFh+xETZpCkO7rpmlIMcrQhJH4HobgC9BNORYiYqRjTJ1D99vRRLcJoUiWjE0VZlYY+8lkQgbGo4n+rq6PmaQ7ykztoa6xz5G2acDlI7rTIqHQJoS+75nOpgPPStQ7cMZsZhNkxBg7+KbMCB6e57Yd4YOYhTdqi7O8vIxzmdF4pKMCY5E3yBQWT1TmWrSmrXjsaol2NB4Tc2Y+m3E4PSQE1f1r3mtkQwiNlMObhsl4xHg8wvuGvu+5f3+PD69c5pX//QofXv6QqYLFxUKar1ZXVzlx4gQvvPA8v/fiFzh16jTj0YS+65kvFsxncz69+SmHU4nXOUFo6ojIKJcUnZMO7mYkk6JiXDBfzOgWc5zXcv2owSXHLM+kS7iPBB+YHk7ZP9jn+PFtXnj+8zxz4Rl+8Yt/4dVf/xrvPZtbW5x77DEODvZ47913uXbtOhsbG6ytrSmOkQkrbTsS4N3rTOpQbcbsLA/PmcTaUJrVhBxRGZ73ooNMSZLYEMh4yLHsW5NK2eSqnCmx0DeBUagYKvY9h7OpPHvbL+NGPEWDJ2nDsABHmQok2KQloYklooEWKVnUfwZCvVuEeTbMhWKSYaKmMbHEt0Z4tyixQCrCDY01ZxwJktnKTEJn58GEkcKYFPZCgp1cZOC1CJyM4SnZt1jGZA0IEt+FNzTQ4PQic1DYmpihV/q2lPmEFKP1DufUj8jLRdplpfPzUT8/+wwJ6HMqWXwBPurplwpoBO8FNB5bW+Xk9jYpdrz66q/4f/7f/5tf//o1poczXnrxRf7iL/4DX/7qVzi2vslsvuDevbvsHxyUju5hpuwc2vnsRQuFh2DlSi0vJ/X2GrUaZC0rCML4oBMWQqDJ2hGcTX9Uu9VFNqbze7N1JerzGXS4+6yFDdWrOZ8orWdYkmDP/ShDU3VrenEoe5CVRi+ss5HFDrK3ZiP77xmno7bK/kuJLnfEXjzw5rMFW8c3+f2vfo1zZ8/y4IMP8oMf/IDLly/zv/7XD/j4k5v81V/9FV/4vS9w6tRJvPfc272nU1CUJQjD52DsojEMZsFgWdWgI66AMtnvsc/k3Esw90E6mMvFlss5SckKXvK93WcuxCMgJNfu9uAb1ZqqXUIZNSbPoFWmLqZEir2wGb6yRAXJuSzjyryn1SYBAx0C/mswCUjzh+h9OpnB2y9wwQOSjcehHkzLjMk5XNOIwL9PLOJCNTlRvMca8WbsO2m6sKTEDH2DNl5IZltZmjxYDwNZUZtoGi+asKCWN6ClxiTy50xfpvAIULWEzUrV1vFvT9R4e8i5lkmHzPzvmomX0MpRLZMkvDgnljjZNI0yIlTkKJmsQZggFYbxaFzWvzZ6BWLuySkW9sMmklgy0fdist31HZPlCSG0GluswUXOdXCe0Ui0bn0vWi1cBAXY0sgj6z+fy340ssAqQ41q8XAM4kxNnnLO9IuOrGC1aaoPsPeiyfShoeu6IscIbcOI2iQk29TrhSuJdNHCKLB2jVU8HFC1i+KcgIKqkdheafwZj0f6rAX8+uCgF9qnyIT0uUYdBiFnWFhqFx1Zp4NEMvRyf7XtmNWVRu62LFpKtOQqL+d1hwlYgeorGEJgabIk89J9HXtpNiq96mRJoiFtWnl+fqFl1uwI2THyLQFPP1uQgjCRo3FLaEaMRmO1P1NwTubw8JDr16/z+uuv8dFHl9nd3eXmpzc5PDjEpBCnTz/Ak089zYWnZUTliZPbrK2tkXPm4GDKdDpjNpuxWCjI0/hkXeWQ6RdRGWlf7ti+7yrecB4fWshZAPdoTFwkukXP7FCYzqTgeGNjk69+5Ws8+dSTbG1ulaYb52RK29mzD/PlL3+Z7e1tVlfXWD+2IfpyV8kaiyuydhIoM7E8DyOSLBEAOV+z6ZzFrNfX81BkVrkkdRIXxRIrRamItq1IBPp+oefEawI1EpAJpCxMdyITe+2AH2V8aMqd4p1gBPOpTVlnpbcNHvmdxXyuScJISQZXh7ngB9Uk1GbMa5KdB6RWrfqaTGlYRcuGH5yXyTEGAAqg0x/jXowNMdAnCyubu0xrcJWBkY7NoBeNXRZHf4TBqdqS+t4lH9aDmMp7AloK1y+ClcSyWOVo+YFc0b4hagbLIPrJXJia0r2XrOwh7MloNGJ9fY2tjU1m0yn//M8/47/9t//Kr1/9FeD5/a//Pn/x5/+Br3zlKyytLnPv/j737u8xnYoX17DsLmt8lOWq/5v4ugkQiLohnXQeOkdOTsspGVIkJRVrU5uRCjjRxTN2csim2DMtl6CBQFfZtKFtjP1UPZ9ssKDgUzJwN/g+1qGeianTvVEZiaTltmLkm2RzGmD0QRIJXC0Bpwzz2ZzdtEsfezY21zn78Fn+7M/+jI2NDX7wgx/wm9+8xSuvvCKX6OGUL335y5zY3iZ4x73796W71ngfI1vyUKclC2PTAgRSxrIOhbIv4xuVwdPLylhh08naWpQ1d3a51iSmJDKpru3RQ1sBqD1POwemYzOW2Q/f1y7zXD+BNT9ZYmKvJ+V7TUJ0o8aozIudjcEccAMhSbj8QSle3jtmAaXz+VyTlqb8dwMgxoI1yoCIFAIZ32efa1CSBy3NpN+18jGmsVhMYexxGmiV4pHXPJIIOErQLGVYXed/S85hZ0VihZymEHwBGQag0DMWY69SFC0xpsR4XEfUFZCse6wVmkgSysGeSU6Z1+DLc3fO0YyaEq+CxqumaZSNtKYoGE/GrB1bY3l5mZyFLbNLzx68VZOsdEVK2uAm5WdzwHCulqZzguTU0UGfc68jGEMIjCcTTZ51GpD50pnnY+PAS5UHZ1WqOliiNnoN40s9R2avIp9GZEtlnyGWPSVpHMbcEPSMRVx2BO2gL3Ev56IpteckzLh8LrszbTZzCC2jlAtjKfmAV1umUOKnkS825i9GqYiYF7JoKqUjO3gb0qBg1Jmf4ggcLOYzdUcITCbS3S7SIlhamrCyusJkLF333sF0OuXTT29y7dpVLn/wAZ98courV6+ys3NHPxtMJkucOXOG5557jmeefZYHTj/I2uoaIE0mt27dESP7Xps79Rlh69MPEoiuYzFfEHudCV80wT0pLbS86otURhqCehYzsYvqY1867J1zLC+vqM3PMdlDA/Y/BM+obTm+fVw8N734Tva96Y8pem9zbMi+rc/bCXGiIhONkSIr6xYds+lcErmmLeX/AogtZiQBdM7IF+reMf2haWUh4AZJZSEMgieloOMiqw9sMvlYFr2vy7L3vA4d6BZiATRqR0fu7nIDadyy+8Nwmv0krXbaXW2LklPCRFlGADnnyc5RxUR2f2b7PwMmZpiR66El148muCyXhwSiI8RJM4J0b/kj3duC+n25yOS1XV1xe6AO8E4CvH05BbG9snMpJ5zqvNCMdegW7+oSlou/4imnTYWu+iN5z3g8YnN9na3NDQ729/jHn/0j3//+9/nVr37J6uoKX/l3X+U//fVf84UvvMR4POb23bvcu3eP2XxeO4v14jRNypGsxz6TqxmLBXrTdja2mB76Xqa7LJx0mY0YlYstJ3m8wahoVzvaoWZPIBYohTnUjvgh4KiNGtb1h8y7VBBnADwMNJfyGWR6QnKS5VXA46nspZa5bdM4CfhOS7KlEuyEnXPeQZ/psojcd+/dY7qYsb25wenTp/je9/6UjY0N/sf/+O/84hf/wis//2fmszld1/GVr3yFkydP4L1j594ui4WybIGSUMj+8uWAZnypZJumwxpHbD6snHR9RqoryTEescLJDjX+Ra158pHEqzyNIYjMukx6iKvW1JWLyzqqJfmJA8CvJf9MYfL1DcQOJNbyiSVooQkkHKmXRgNvrHfM5CjAK7QW3GsHKMFDjGQno86sk3dolWKAWrLvVPa2yCQcTSNyEe+DngIJ1KapNobbuUzVd0VpCsIVWUp5blmasdBLxqt1RgHj8nIKPAf2UgNgLstWfSEriB9+J3nenQIzR2WpDIyCJhEx6r5QAbvp0pxk+1njjP4CNv4r+IBvHTG6sjeDC2SvCa86XchlE4jIiDkcjJpGznjsSEkqPDFl1jc2ufDMM5w+9SA5wXw60/3tZG65ELmFdcvJkb3DtwJGS/dl0sBh5yc7qjZbpTC6Br4JjCdj3YeVqdGAJ/tdL6dsWsecATGpjmoi7YPJR+rfTMxvRuHeD428he0xmYBdKdKVXStZZWRjcPjQlHGyxjrZWRlKs4qmOEoS2bauxEqbi1z1lja2F1L22FjTOqrOgLAxp+Izm7W5UUrXiegj3oUyRtA58fLsYyQgZeGmbZiMllheWqZpHCsrK0wmS9zfu8eVjz7gzq3b7Ozs8OntW1y7epWrV6/R9R3Hjq1z5sxDHFs/xvr6BisrK5x79FGee+45HnjwDH3Xs7tzl3u79zg4FMszk1M5p44Dag01mowAs4uSpCnqGodAbaJLELs08P0FtHEkdYku9hA843FLOxrjgi++ziE4+piIeU6n4xSdo5xlspTzQZIj2T8NTRhVkgVwWolzLiB+w0kqm3quRy1lnRfdgkyiaVtCaAkk1KNB2WuNQ0r4WPMcThhWl+u+MomOlOo7vYQpRvc+eBoEOIamEbudrNY51H8OPujnGeleku8S2lGJGRb3st2zenasWdXiXoziAmH7186mDT8pAbC2lBGJVePoEnKINGgz+J1SIsbVQDlgpkx0L0DA2EHV13mPC0LZFrCkh1tQPkW/4vJnGC/NXJ12cdoFOGRoymezf1fQUkXsksF5V0sBckitTKfZcs7y57JnNB6xtbHO+vox7u3u8Pd///f8zff/hrff/g2bm5t84xvf4D/85X/kueefBxw3P/2U+3t7zOdzzRBqwPJOyvZoi33W71Up4AHiR7LhJgRGTShZglSiZdOF4Mi5+kHJijst8QyyA/e7FyO6aXDW7adlNowF1Stcu5LFy9ubBTZ2mYOWypwBzUFURzvS3FDfKp8tATZZxLIy8xEtG07vFZdzafxIOSLVYMf08JBP+475bCG2PV/7fZYmY5YmE1597VXeeOMNMaM9OOAP//AP2dzaJAM7O7syOi1WUfDREpV9DmWZtKuPxkE2mxNLqGpXf5mNrYyk07JAck4uVqdVZ93bxi5ABSfGhhzZ2/pGsk/b4tlVG9EGJTZ7Nuiae1dYQHv8w27rksCkOp/dMv+s589A8dCCqeQi+udMv+WyEx20A1pjuinsQ6da0+B1LBY2wioN9kRBvWUdZG5sxrqlweYgJ/0MtTvaGlhChpT0ewag19dKYltx1ILC1tsXvaeJC7LqI4eNNwZivEskemlKinXuuHynjATTOl7MGoQgiyylnH4t+TsUMFi8k+Dhcn1Wxn7EmPQiqJrldqR+fi5gU5BA4kXsO46trfHiF75A04xJWXSHVXtpF4sXyzWAFMGJbYxZ/mjYqs8tpcLS5QEDC+oKgJaT5QbVGKPRysq3uv/MGD4h8iO7r5whL6ysaZ2hGStiibQo01AHH0h8qR3RZX/YedPkySkx4Y04UHaoUWbJ2Mxhud2SopSdsOUxkrOAhjLtxWmndk54pwmeQ/WiAhjaUatyGL3kFbjMuzlNkCYbH8RQvWlaMbH2nq6zsrCQH0ujEcurq2xtbrGxvs69+7syfWVvj4+ufcTrr7/Gxzc+Zn9/n/lCmL5jx9bZOr7F+See5KGHHmZzc5Otra0y2q9tGj6+8TEHh4ccHuwxny1KY4f3HjOw67qebtHRNF25Y0mSAIrt0Kjcw3JuZJCGa2vZVL6H7X3PSHWYFA2zF6Dci0fmYr4AJ5II8iCGOgqwymRclJjY+AZakdDlqDp2Yyh0n9k0L5HYaNKsTX7OwWis+liL92QBrimJFtFIjqxOGFjsoOxzq/bIOspoSKAwzCqcgpSJfU/yHhcalZCJxMalGnOtIc+5as9T+zkUHHtZcxlHWHsqYk4SF5G4WAYU4IS801NWJ9FZw6BaMKKxIusK2sUzLKPmnEuZxWjabMFUV18OuvKSOWkg9gTn8K4lqQ3JIi1KiTToF8rE8jrlwqzXgf5/9SjjqG2C/U5ommI8LqLrmgkcteyQV5buu2FWaYyMaGE2NtbZ2Fhnf2+Pn7z8Y77//b/ht799l+Nbm/zBH/4B/8f/+X9x/onzLPqeuzt32Nvfp+v6um7KUnnk/RsU+euF8dlypYVc+8w2tkvG0IH5Z1p5r23bkmEfYf3+DVB95D2ysn2+/l75fdUPUf4m6+E06HqnEiNXQabsc33flAvYNFauvLeC8uGlY/pGYwvsvYaj4lDWT3Qdrgyin88X3OnusFgs2D5+nC/83ousb6xz4uQJXn75p7z11lt0nQSb733ve2xubJBTZmf3HvP5gkLZD9dAAREl+xc2z56lBbrC3IGySqkErZwS2UtzBOouIN8mlTWOKl6ua18bMY4Af+81IQIrN9k5jVGYncZ9Rrtie4IaGA38DGdAY+dVL92sRvt6nerlYEEvl/nx0u2fju4re+x2wasGxjLvnCklqTKr1zwStTxnhLTFoqHu2taDwfkQY2azibDuUZ0y4qr8JDQCeE0wbgmDrbUxinbmgg+F0XNY96PHOQXFurbBe1LQqoZVKVxNQIQd8cX4Xrcyvc4fjgoWXWHiUDN4CoCWSomupcvqt1hL/d7iF/W8g2rSRxMWizk5Rfq+o20b1o+tk/NwNJn9fiqLn5RplmYFaWQxttdkClkbZvqup209KWSIBhRVupJqV6zE+7qfUAeJFJU1x9j4o0A+6LSumGVgQFYDfLnAc0nY6iSaAKWAZqigpoNHE2i04Y0jMUb2WMNkPKZpmlKShgoenXe44CC6cq5EU1/3VpFPKcPdtFqZQCoz9hkdjj6LhtGlzOHhlP2DA5pW2KbxuJXP74aSCZQF9rRNYHV1hbVj66wfWwcyF997j3/6p3/kyuUPxRZn7z5d19G2LcsrK5w+/QBPPfU0588/yfnz51lf32A2m3F4eMje3h6z6Y5MedKzmZKA3BAFaFhTp21aqyjEPuHbRs26G1xwzGdzwnxe7gZ7rpYM2RSjtm0Zj8cSk1H1XykJDlhFdQXIxEF8UIV8ziUBLQygJm1NaGWYQbImlaw9A5KQxGx6QNXeK0s6vI8NSEoym+ijmLGbLnlY+q3JuSuJEVDkNbaX7PPbTHGJVR05S/WuaTJNzsW/OpMJBBoFq1lYtwocB3gMKM1cJfmHuo+iEEZJLrXKzuuaketkIfn3Xppj8PjkacwGp7ydXYwD1ipqySUoGKolZ9lMITtSdIYX9APo4XCCfFIC+WqepCAqpb7owuSilv1i+NsQdcpiSdMil0rX9SXgeOcUhApaTlr6CKg+y9cZ1c5J12hQY+o0aEZxDsajho2NY5w4cZx7u/f5+5/8lP/yX/6GD97/gFMnTvLnf/Hn/NVf/zVnzjzM3sE+t+/cKX5ocLQUnbNMZRErGOlsTYM1rUPOh7NfrZSlF5Rl5sr8jMcjRmPRs4TCNopvaR9rdlC1OsrcUR+KDw3ePAwxMTClpFZKzF4nkjhXLjUJoGC6seGBKRKGMlFjsBagtk0iHjYWoDZaKEikJi62wW3vJeeU0hdvyNj33Lu3Q98v2D6+zYULF1hbWyPGyN/93d/x3nu/5b//dxlX9cd//MecPHmSnOHu7l3mcxMr6/dT7aJ1aqZSZtZSraI2n4s3ACkmMZfta3OKIZ8KrI7aV0mzijBV9ccVZs1+MugZMyCoLO0goRs22lgjheo0lHUKwtLmrnyO4SQDYy77PrJI1kglZRLvZb57VFaqsDt91AAdIUdSD65RzZiBYfWVRKdE4ZJ4AWrTHAaQkko4nOq60Madri8Xtu2TXLJ4C8g2jhPM6icla4RJJfgTmzIXvLCoDJ+PlaCRUr0TLWK36BGftIhTZwavmZONBUVZNYLFn7rnZbasq88EAa8kkXuYfKECwaZoZbMQVmUfJWIBHUE1TdQ7Ss9u1j2VcG6CMOQST5qmoesjH310VePbpkywWkhilVzWhEbLdKMx7ajai8QozyOEAF6Z2xSV0RPJRpLSgDyjAZtt+1skEKmA967v6VJUCzZKA5ldWs5Jqdx5T1ZHjRQjgYxvgkgRzM4t2bP0Za3tEKWctGSZGOsFHAbAx5KGYcxsmobxZELbtszm4tloybBLjjDSmc+pk3VL4q/Ydb10unpXuqpj3yPSCOShZmWeneyLGPtyNkFMxSdpRB8z88VCjrM205g0YXl5idHomBAICsIWsePixXd5++13+NWvfsnly5fZ29uTRpXxmOWNZc4+8ggXnv0cT51/ktOnTrO0soL3gXv37nHnzh12dnbou44mNKVU6p1VDQPZS4IrzVWfKd9nbXB0iN2QahM9HWw86AAAIABJREFUvbDgoVrWZFTzG5NYD8WOpvV0/QI3qxWZlBJER4pNARUWQyEX72c9AOJ1GXty6gnNSJkz7bdw1Q4uqhuBD0o1I4mtywFXSCmHdRM7nf9c9L9lMkwDQZOgVBtsqssCJWbJ+ba7RRqELKmOKdKrw4DVIWw/iOSkJ+UWtPTeBE8YTdSybUHyqnf01UFB3lrvCK+2ZI0vRIjpMTUbrsm6Q9lMsGlexZWhk05u+edQfRwNARevRGNjvF7YTUM7sMyQP1b97OQNckkUhDVRlkYQjGSLQdvZqWdS6vGeoCyyuPMPNUZZs2897VSmqlyo7jMWQJnKnOjnNKsIvYo1+Evwa9uGjWPrHN/aZD6b80//+E98//vf58qVKzz2+GP8yZ/8Cd/97vd49Nw57t7d4c6dOxwcHhxl9PQwmYntkEFKKZVxiimlIpBuzKPR2+9bw4UeEH39RjtIGy0DJr1lCn2sm3XINtZJKLlsEnvGRa/ivK6ps9S8mrQrE1cBL4UFE0ZAQFbCRiaJca15cxqDLEBBRN7OOoC9L6UqKSVqJtcbxpXfF7q9Lbo275wGMUfXd+zvH2CZ0dmzj/CXf/mXpJT48Y9f5uLFi/zP//U/WVs7xte//nW2t4/Tp4579+5L2S/FQfd9Vn8qh1jKeWV+7DKqoN87T5+iIrzKapulDHYc1TNyGEyk1DRg0+z/5SFzVPeTK2fS1kTLdt4XwG9WSk7BV87p/2Przb/uKq4swR3DvW/49A0akAAJLCYjMMY2IKdzwFRV1sq1usvOzKrMf7D6x+ofqtfqrtUuZ5ax0ybplWAbBJgZYQYZDUj6pjfcGxGnfzhDxJOtlaRB+vTeHSJO7LPPPvsYA0eSTf7xIHs9pFnk5hyX6OqUCU7gDGQp85sry1OK48AqTBRACC5y6TFJCQ+spwSqLxs/H31O/P+VMePEcLSStCau/FjKxjrl/VFQigegdirK+rAuWsvIf5KBb541wElRFj8/5zyGgX3Vush6Ik12ecSfsu+Q3we8V3CrMZB/pgjgzMZOE3SCUskEN/H8+aQ+kXwQ2xQJuX62C9P9qN9REz3nnPgR8udMJqyB+vLLL/HLf/kX7O3t4s///Ad44IEHsH/3bpUIOTk84UXrpz68WUqxWu4XL8MQMI2Rmxc8W4WMiRuBQhfM7qyI9toOfYuDmc3rfWQd2cDNWJIn2OGtEcsO0lKnCOXMXeoAJw+lcKmxJoP8M+Mw8Lxt73nChhfrMgOysGvV0r82bdkeLdzxGmJB79kNQJnZMY18f5boebEWkpXtGPAl0eQxc88JaSmQcjXZWTCdzjDKBKE0JilbM2kwm02xtTVHzgVffP45vvzic9y4cR13Du7i7p27+OoPX+H27dsYxhHT6RQPPvggLl++jAsPP4STJ09h9ySbvzs4rIcRy+UBjg8PcffuXRwdHWM2mUhjRreRwFszpeO3Mo6j7ae28bXkggGDJBVeSqBCLjgIWOG11vkAIp6YokC7bDDVJI1VGVG11sZC1zgiC8zWjXNa3o8C6jPqMBCya4uRq3ZFp+OlKjHTeejkHVxxIJFS6Az4LgZ00ylHMa+xr9zDTDZVWtFzJzGjr+RJbaxkG6p67dwfwef0arWyqVIntubm4ZtFV9+eOylrM3JznjhYfLXKJGp8z1lMx8GNTNyUxGefAuJ2ElguBbGWcauthEY9fRF9H63MpLYXGhWZUHQtLrEgQaQ/K2VJFyQQNOVUmaHLEyyYqtZRg5SbnxMrHxQZZ+cDgnMNpV5LUMEHy5aYlSB41N/XDMnLRg/RY3v7BPb2dnFw9xCvvvqv+L/++3/HO++8gwsPP4T/7T/97/j7v/973H/uAdy+fQfXr9/Ear2yRUjEDJSX41AZwuB4UkQuIpQHM30bi8oHtlcRKlq1ZsqSGnCMwa6/UEHS9yObVj30LECLKz0VQnEEF9muiNkY6cwlnq7Az002eDBuiNnKWuvhZU5cloySvRRpIEFQzWQF78E86KQLGI7nmzvUSkRxKFLWzZmatQHbxLxBVcMknx88AgJyKlgslrj59ddwIeDSpafxn/8zYRgG/M+f/hPeeuttnNj6v3Hq1Ek899xzOHf2LEohHB4eYD2uxVhZwTiv2QC3cXA4W9x1PQbvgRgRHfvScUnAwYm+Kei/68EZvHX11YDiDHy0pbrKUMqfEX+WitKBApE5QrXCXHIWgTa1PoQBzkn5NfChFiRgcJOrh/dZ2Ma+Aa/CZTtp9ACEBWMQF2OAldCkJOfk/bDZLZeTvW/YSOdlDRWTOOjPOycGwAa0a0OSaqZVYmAAkgMVqoXOZnlbr1UPcWW4DXTrcwaDTG220ENxuVgipYTZbILtbdYV6f4xBj5nKVdtrhe9HgVxWR0GNBlwHiiwn2Nzbn2WvPhVqmJ6WhLdJwqc11jKa1Xfx3q9bpLSDoDHrZu38PGHH+Hhi2yKvLW1hf3DA26oksMvNvEjGdOvB2nVKgNSyg6Bu36FIV6t1hiGASGyL2MMHZwnK012HbMuSRicTj5zSIQ88lSd4DjhryQGS/KjdtfLWlNtJVcC5MAsmZ0s4EQ/WEuTQWKx0zhJHoQEJCdNbc7K6laqg6/MLbjrP7tsP6OTPrzETEocU2MXzExap3zwQczxLZfMdmcA1JS4EMS4PSD2AZOegUXf9+j7HtPJBMOwxt07X+MPX32Jmzdu4nfvvINPPvkEN27cwGJ5DO8Dtk9s48mnLuHc2XOYTiZ44MEH8b3nvoeTe6ewWg04PF7i4OAI4zBgbEzPQ+wQe9azhi4i9h2C90hjwjCueY0WIHYdYtejE8aRhyw0muRSoI2o7KlcqvWRl+5gNBIQVCs9NW9Xgsc7ngqke4ETJ37ulBqwgZqYV/aY98U4qi8mCUsNk4E5SAVFE7pCdnarEb1K7sT7w1jxruswn89Mm8s6wQJHDuqRq0DTe4fJxEtyk0SrGS3x9HI2OHi4rkM2EkIZ9IwyjqK79OjE85Mbk8TZAFIBcY4bHiWJ906rP3KIk8Y6gFwQOVSR7mkG6wxgOTlktC82hQDIRxsRGzfGBKIGWaaUhTERnRRJOYgZvspyqM0jhNyS9ylMhf0nlHUoTsvWfDhwNM7W+m0HAgqclKXgOPNrO+g0oGaq1jJslVXLD0QET1rj18UtB7Fn9mY2m2JnextpTPjFL36O//bf/k+8/8H7OHfuHP7jX/81/vqv/yPOnL4Pt27fxo3rN7CSmcjR6zxniTPUNgpJNiH2KXypXih9GWMV2fMqipVCkZKtltBr1uqg+tJCymLxovGKsCTzcvzoYNonLyXwEEGkZqSV0VN2iReaHHpFD3RnmQl03NoGSaOHs7JuwbRDevg7AKXIkdNo7LSDGIDpV+v9kj3XTX1PBY5OhL9aRlotF7h18waCc7j01CX8+Mc/wtHREX75q1/htdf+Dbu7O5jNZnj2O8/i9OnTfEgfE1xJ3Pkm4A9UQE4bfHiNqm0NM9010Qpqj1IyswfOGXhxwkggk7DJ/MTU6qGLAX034XdV2KsvjQNydmD2rxoeAMrCELyPfABlZhDJqx9XBbay/OyZ61zS6D06YbhbLzkFwveuiVIcKCt7Ll2RBPFQDJzFi141BHkfTeKgk0+0kUKfXZFOb/0ZzpAL4MW3EdQcBsXuxZ6Dq+u3/dVm1S1bv2H51QBjmx8r16iG8WzsSxjHAev1CiE4s07REhMnq7XhRp+zancZUGsSzAmhF0DhAfgAnlYkcbII805SCZGbtIoMqcBeYypLB2X/e2mMEXAlSV4MAmL4WMD29gns7u7y2iLbSix2j3xQpJKAUqoWGpWxUKaimK9okWSCBCTy+siJLUPUdFrXC8n74ykXDCILZcQ+YtpP0PedJQaF0RRs8IH3LPsB0HcRXvwux4EP6JIzxkE0iZrYAMZmxch/J4rFGQZgjdGaGRoiemNdGTPvufFyGEdjXmIIDEyUtZH3w8CdJ5cFInRgEJgzMbBPGd4Lky5xRk2fJ5Mes+lMbJsKVqs17t69g0+uXsVnn32G69e/wo0b13H769tcuowRDz74IO6//35cuPAwnnvueZw/fwF911k8+Or6DRweHWO1HiA0FVfLwSAIkwlWiwWWiwWG9RrbO9vYPrHN58AoZ6nnPd33PaIPSDkBbo2u1MQw58wDHQVUu2afMrDMQjJ5eM+ECsvOMibTKaJjENkJMOr7ngmloNUfmZAiZBE1FR/V+REYMKbEXofqfKCMaZRy+TDy3HAGqnX4xSiNONr4wpUPTkBiCIg+YDafYzKZYrFYYhyHan/lYDFPY0xKBTHmSrpJVUHZzShrMsia1nGLjFEcnOgbfYjo+ojJpAeBsBpWppUu0mXvvUeRyqxOfSOJI8Ld8xktrE2Q8rkZ/pcsenOOQepn4JwT72Aph1PHzTGV/bHqmwUV3eyqf6vlDe3eE9yyEdwraDQAoIcRaOOznTAzUNBFFRgYHQ0teVadk2tAqonrm98ztq7J1guRTMVxBuD6vsfWfI6u6/Dp1U/xP3/6U7x55U2cOXMGf/Xii/hPP/oRzj94Hnf393Hz1i0sV0vLuB3YEkgDaGkALACou1wLAEE6R7ZDH9kHDK6yoIa7ndvYdPUezJGQy9qQzvRSO0z1UPDewwVnn8mBpIp+Wy2hAnErzOp70M8TkAAAPnbGcPrMBwsfYGwnwdjdS/LQlhubICLZLqGCXwVefI9aSoU1OLTPRHWtqlOhUrBcLHDz1k34cB++9cy38A//5b/gYH8fr//6N/jpT3+K+dYWTt93BufOnsM4jGxWPQ6sXSwFaBtmUL9LNzz0yUuA02cH5xE6lVJsgmDylZlv90iIHCAdmMXTqREoDiEQSmk1KzUb4wDJnp5q76HfZ5Yx7fcTs5vT6URmnVbgpgdyjNG0y5rZtwmGBWUCiJrPLxUkKnhVvWrbZFeZPbHwKDJLtwF/RCQzuJ2wUwro+Fm0zUztnm7vVYFtCxr5O5mejTHYM1VNkOqOlJ3S5wdk8enjCR/RDkNmA9SLwEVnU1FIMn/dZ5DwExxriwlkE1/4kllsX3IRvVSjW6WCotptIpEktIkeDGg6OC4DkrPmDa9d8CA7NHUtjyN3hPKeF4AuXJGCgCjNQnrg23eitRUB+o4ZMULhMll20gDCa6CLartE1ZIoBAPzXd9JiXbKGtI8CmsjcohcZTLesV/fZMqj+NKYQUWbC/R9axc+nxld1M5lACQNK6isMTn9/LZhQfdcrX74wBNfAIfVaoX1aoXY8XhDlUBNJhP4EEwywXGVwUh0HfTw5mOCpVsaByaTKebzLRmN6HF8fITr16/h009/j08+/gTvv/8hbt++jZx5qMTW1hbuu+8MTp0+hUcuXsRTT38L587dj62tE8ipYLVcY7laYLFc4HCxsPgZ4Gw+uXbSonCX8tHREQP5LmBvdw/eeQxpNN2heqnq+1fg6r1DToQ8jvCus0SKAYoQTRLDdSSn2Q3JOggpQZsJoayZE4lWF6RSIKw/xnreCSaqTLGrRtpU5UWsm3ZAB8BzIqVJhIcHI1n+kZRGOLE/y8gyO1x6Ibw2vRSs1wPW6wGlsD2W72oVhrvKp5IgO7T6a+cMxqESIQHBEw83keoDYzMnjH1va3lII9bDGuqNmlLdW/AVSNeGPV77ZHisrndtuvTWBV7MVYVaJpeYdeW4TIiqrbNst82+HAdCne8o8FMoT98EaQWPGsD5S1ikT7Zhqly63ZzN7xgodXbw1AHbdRGoBqY9HPTTsmXtUi5s/tAT2CbFOxurOJvNMJtOcef213j99dfx6aefIoSAH/z5D/AP//gPePTRR7FYLnHr66+FafTWvNK+eE9yjjYeYLqAEFr7HFnk3qM4YMiJn7HcpZfPjYI0qBRkiDl4Y2RuG8zVwxoOJgrmjEPAes5wiROE0PwMNw7wgo7Og+CRDfhV/QWTDi2w07Wi7fsFqSRxqIdZHTGpSIA0OVX9WaOzaBAVf74DhzfdWLx5QqhWAwo6bKKRI2sCWiwXuHnzFu47cx+ee+45LJdLLFdr/OY3v8Urv3oFZ++7D//4j/+I7RNbWK6OcXDI+hbAgYTd5vtvuj01BdCSsTQ6qWyDD2BYAPCNdQ6kPMOMprB2AHwMCJ021IimUMBMCFEYoGYvQUGYNkHInircZahB1faoYzCtpsQc4KOUUDjoBznYnXfC9vPaU2DJAdHBuQjvO0kCsnRSJmPGrGtP9qtaz7SyBQZoOnKQy+Sm5yUpkxRuRuGmdGf3SM3VMXgVQf49jEYFl38cG9SaxfsInaIE+zz+WR5DFi2J29qaiovBxMAOB/FO1nMEEo87JWkyAcQYOsjBM7CfHSSj1+TEew8UDyIBGQ4AFJzLoUiZG/6kytJWWMzGB6QrilcIZWNk+GAP2NrakvF2Dus1l5StIhFkrVCdDOTAsh6e0zsCJcO7yG/Bc6yLUvKbTNhfEOTgMKJ4lh0YaLb5wwUeJKyKsNjgiSiWQIEZ/RA5DqTMIn6VEUQf4GcRXnS0KbOUousDQmE9NBGgfppmpySHKakrgNxnFFDvHKB2I870w1zx0skiuTjMZnsIscdiuRTg5ZEzJyZd12EmtkhKUmi3b8o8dlWBajeJ6CNrJft+KuuBm42Ojg5w9epVvPnGG/jkk49wcHCI4+MFVqs1QvDY3d3BhQsX8OSTl/Dkk09id28XXd8jhh7DKuH4+JaNiMyJS83r1VrGHnZwhTCueX60Yq+ck/hush/ofD7HdDoVA+9R9Mq8RobVGvCuaQaRBCMkwBOXk3WUngd85Phc34trJrqwY4NOwBpBVvkohUdGciPopgykjKlpMJHYQU4YMC8+uuxROJa1aTJjx+w7W291cAhWQXWOwSQRkzEhdHAe0MaXkrO5f4xpxGK1wDCuAQHgMbLXJjcPjVJ6r018g4wFBQG9D+JUoQ1xqiEcLbH2LiBIQwtrRXmdplGM4onlFwEe0XcoAVJdYCAcpKFPIVmR2O1Q4FGwTgnjWKUZ/L+iQW7GwSrI1djiALG/kgtXNFzBXPPLEn1nmalr/rAaTtvv2APT1JszBGe6N6d40A7Elm2TDFiYTueoalaoZuZmfyAfZWbgysxIjZAtgvSQq8zldNJjZ2cHB3fv4F9+8Qv85Cc/wWKxwEsvvYQf/+3f4sknL2E9rHHnzl0sV6xp1JKyHrzqfVQ0Ut7zq2VbjDHzXNJT1sd+1u6//oZq3+qNymFszw8CEuQghePJHkXfqTBAziPKAsmNFsyL3oOINwk8wzZlFlrGtIIcbXSo9gYgFj/z4HbHpUuv9k28bri8SnYAa4DX5KOWE719riMpFzfyA80stYQHoJr2loKjwyN453H27Fn8xV/8JUZhR9599z3867/+Ct/61tN44YXLOHXyJIb1GsdpAcg9a54jsNjWMzNxKptQ0FjL58p4MKBoRMhEtvHaTWpMj/MCtrxZLVXbGQ1qZN3M6gWm707XGCR3UONxgoq9qzyi/l0S9o2F2yqRUKBPTu+nluUVaCk7pfYQFThiA4RZJzJg4NAAmnf2/fU5iSm/NHMVsYPQmGQ2P6SNDJv2EdbQ08Qq/b6+78RvLdh7alnwCkJrXFHAHKS8rADcWClXn5n+0s56bajy3oFiYHG9+ipKSUkTJtXDaf7EMVbKzqrJdLXxik3Q5RB2bEaOQiieWU3++8wgUOGE4RsPP4znn38ep06dQggBq/UKOpmFpGmAKxe8VqM1QWqVQbqrE5djo6xd1lCCdXCZDyd2IQgN8JeEsWGftZTLmrlONLq8LpVdJGLfTxBhuVxjvRoxmfTYKvM6V7pUb1JO0r0AVk1+uFLAmkYFq7ImnQfUSN47ZpuAe9Y76v6yf2fXDu8dppMpusjjBrUTmYRo0TgJ8EQqcjx5ZDqdYfvECezu7GI2m+Po6Ahvvvkm3nv3d1itlhjGAbdu3sK1a1/i8PAQfd9jvjXHI49cxOOPP47HHn0UZ8/djxMntjGbz5BSwvFigf3DuxjWI6t/LU5Ko0fgZGfS98hjQvJOCKGCLEzk1nyGSc/lbS6rZ5kQk0zeVQRkRt9J8wnvVyUSvOoZwXEm5SSWS5osBUuM9VyMMSLIO9MKQEoj29sVHr1XlDCY8vNfLpdYLpcm26id9c4wSuwjfHIYhhHakc5z3Pn8VbucmmjyvcQQRHIDKUOPGIYRJSdMJxN0kRPPnJNhDE6QasxupTHDsJbvCSIfcMLmy3kl70sbttRAPsQgIwu54THEwLphJ1ZPnuPRmNhLs5QC8sWkaTphTyGW7ikn4Et2geERHXJBZCeerSPJLGEDKIiwKaTSg1J2zb2eZ7qJnFwNoQbrDcgkiJ9fbDHdTXBN16lo0+5lBric6+SznbEDJJYbWmo2sCvX4XVxEaCzWfXnrH/TAZAyStdPsLe3h/l0hjc++TV++k//jA8++ADf/OY38Xd/93d44YUXQCDcvrOP48XCwI5zDhkspnVQsW3AyA9HgELN4tv70s0SvN8oBbbBqTACa4CG3BtEIelqByDEKgSOM1mIuJWfTe2G9l7a1eUBZdFe8bU4UPACHoo0dYgmRAKMbmoA7JMHJ40zArS0c1sShQLA3bN2uENL9W4ahGHWQDo1xxaqJA76vtX1vwZ1yTJJGFgDUcwAHBwcwAfW/7z00kv4/PMv8NVX1/Hhhx/gn/75pzh//jwuXryI5c4OhvVaTKoVaPH1FNRZ5gz4lEmTpi/Rk5DqP1Xois13b7q8psnAJs+AGTQFYNwxp6U8TeqSAR3d2Pp3rZwvz1DlC1oCcmJT4uGR5e92kX0AfXDcnFTqPlSehYNdfabKgjGr6Vi87pKsD5JERuB2c2gqi6zvViUe1bKiAiSnyV4DMltm0cq0VHWjmoQ6mT7Bf6+uPYD1vX3fg7vL103cqdWVVuvIowIzr6mkSWdNsAHAkXTlFil18e9ac0eWd1xcQXGSZKA0oLEm4rqGIYmf93UdtbEDkITR+wrsckbKI3geuWPDY7MxYpB55sxpPPfcc9xsMemxWq957wn419FixQC6s78Pia25sJk4nIPvWKPG+4TBARWCjiDVhMukNZS5g1y6ZVerFfq+Q/BTjmlU/fckmPFaiYHLOJJ88d5wBsA1NsrTq8DZ6c8kKRfLkiBuKvIumONEiE5s4GpTlrH9pFrbHkR83Wpuz5NcojR3sOclBLA6z0yQ7U/P01225icwn29hNpshhoC7d+7gjTd/i1/+8pf43TvvYLlc1uQqBDz66KO4/P3ncd99Z3D27Dmcf+A87jtzFuQc9g8OcXB0iKOjI6yWq8ZQOjbECsezIFUyygVpTADx2tQ9wEl+J+4HvC6GcZTmjlqu1ATPPBKhzCwhRI+un5qN1XpYYxyS6PsJXezRddLgSCTrQeNWYQAZIygThnXCMDIwyyUjDQVwhDltIeWMxYIZWAmrUIa3jYeBPFwEJgC6GJhZ15Xi6ghHHyKIMlediBML50O1rIEmvtzAq7hF15WCRm2Q00EdStzkktCLdrXdz0DtN1CCjJun+KZqvUns03KBC9ygBGKtbC6jnL1NZdWxoTqhdQ2oe8p5tkuaOdYZSxsaM+MjwBW/aravDat8DWyXBgfEGkA3ARwvkuYmjVGpINGYAgsVCidFrUdi+UJaWWcmZEPXZN/boNvmz5weuBBA0pSCs/5dGxMmOgHUwKcMli78THxIbG3PceLEFn7/+0/xyiuv4J133kbf9/jLv/pLPPf885j0U9y6/TUWy8WGBlB/FaHavVxTcMG8EFVUHmRlGVHonPlWtkxj+8zbf6+Zo9NzBVokrrYW3jrYsnUFOsCRWF4Ee35E/B41K2IjYTmYCkBFMg+xFrCyVQjNQsob16zfV0qpQ9BRNY6svQJqWV/BBb9bBmgS+M0GSAAL9PCqz6SUUjue205VpzpFfh+5FOzvH6DvOpw6dRKXL7+Ajz/+CD/72f/Cr375Kzx0/mH86Mc/wvb2NpbLJQ4ODqyJgb+5duDWcqgCN02eOEPyUFb1T/2qvKV2ChMpExBtV/D3lY09p8+qPmstPzgBi7Rxjcq2cyBiHSEn1nyAe+le9yp5KFLCQDbtMnSNSQbP71BBC18rZ6OVSSWSPme5vjbjBpp1ANj1q4G3seJyu3W/axor642qNkyfRS1dS1VCHpUCYWUpvfemySolb5SQ6rXUpIO7C51k6gXet36Sdd2bikZ+tgizprFaAbD+PbY1a4AZSMr+BBdIPNaav2MUAdBqhBm0qfaQEzZt7uI9xKVcfe5JpAl936OLHXc/By9619pw40jL3tmafHhdOXaKiB7Ra8MNrGFIO0M1+eFGAL2+2kDFh6MkIMEDrjSVLj60eI14wOlUK8JkMsWkJwZcMWIcs12barX4UXmTtGji43X8qSTCXL1CTYh9sAYVTXDVwxKQDl8PDMOI9XqNnZ0dbJ84gfUwWBm68MKxGd4xdOhiEKuZCSaTKbpJDxBw4+ZN3Lx1E0eHh/jyiy/w2zfewLVrX2IcBvR9j5MnT2JvbxenT5/G88+/gJde+iG2tuYYxoTVesCtu3exWBxjsVhgvR4wDDyJpnrq1ufPozi9sdrr9QpJyrYQr1ZtWtNSryZ3JJuxn0yqRCInjDlhWK+ZBY8qKQK6rmdGzQHDem1nL5UCy6tAUh4vllwmkRwE0R+nkkCO2PvVswSE7a+KeGcmlDJaIst7EZz2CBucckFOI7Qpj8f36UhBJjsoEGIno1czYcSIIa2RUsF0OpXv7+W+GTSpZRUINkY0hCByiyggOOP4+BjjmNF1EdNpj+lsjr7rLQa1+m+NJXyGcrMdHJCcwyjNQDkTxjEDLiF2Dt6xUXguieesB2ejDXk6GTflGLFGnLRqDI+eLaHIKcEAUNbqocQwEnkckemslYgy4KhBnJeHtnMrXcn6NBAzQ0EPFVcbM2xZGJCTeCfKy5Zd0JcX3TTcAAAgAElEQVRtQNH+U8GehNQGxxIVduq3QK9NIs3BroFTD1qq0bQ9ZJ0PmM2m2NvdxXq9ws9//jJ+9rOf4fDwCM88820888y3sXdyD4vFAsdHx+K/VTZKuvrxubBeYINBEKBodkDQIGWPxp5Te6hslKwlkLcMRyuW5b8g70UzQXnJwctIIqI6RL5QfU+uatI4QCtnyxenvnF68AYBcoQKZtWHDkDtlpTvV8NzeE0TiDv55N3XDjjJVh1sU2r5NrJPjLA/m0kNM6PJ2Br9LABIBiz5PeSUcHh4iNlsiieeeAI//OEP8cUXX+B3v/sd/sf/+H9w5sxp/Pv/8B9w6tQpDMOA1WqNGoycBdGqt22BLwNJETnCgUXD9yZDuli0pGp+h1ImruU8Mj2N2sXkrOyDHspk31FfZ32fgqxAxN6DGrFLUaNt5d5FrA0CqJmdq8yWAAgtY2jGS1KCLahODPfuVyeglPcc/0yR5h/Immz3kT3vDT0yGYldn6Mz/1dtYKGC5p3AnqUsc9tTeohqJ7o+Bx1BSlT3IhHMd00THWPbNYGUMrEHyVrTSUf1amtFpP7itV2b4Vg/LLFU3nERKzKHzXjSvm8HrcTU9em9R7R9BThX/e9u3bqBt99+C0888SSeeOIJnqo0pibOQ/RclnJLjOV3kXOGCx6dSHPk/+RQEhDv2gQL9ZkCwsBp6ZTLprHvLC477wUwqwSDy6tFDrP5bGbrnFn3GnMJpbmOGl9i5DWdRkmUAUQXjPFm79s6xMA1a0ZZRV2Q2lAUY4etrS3AAXn/gEvmTeUodh1mszlm0zm8B8aBGzTGNOJ4cYwbN27g1VdfxVtvv4VhGDEOg7CvPU6d28ODDz6Ipy5dwjcuXsSF8+dx6vRpjOOIL7+8huVqjfUwYkgZJSf+p8DASwxBEjxeRywHYau5GDvTBDonU8eaOMx7yVnnNP+3eB+3chh5HjknIAREF2yt6//ykuKm0yCm4XBkhuI66tJKxaUgdhFdz8DTe485FeTSsw9jzkI28Yb3Huj6Dl0X7czV5jSAJ7oMq5EnJImEYDqbMuOKmlQG8D5jjWrCcrXEweEhcgK6Lto75D2fkTU4FWZLAU7Oo/hXp5Ktweju3btwzmNnZ4djicQHdhkJlpTps+76HlQKVqsBao+n5z9PvmFkkxJb/4AKVuslSinoIhlZEGQd5lQ9F5URNrJDKyWyc1pSLASPkpjcsiqxr2e/emkC4B4Mg1sE8/biDERtZJw0PXCQ0PE8vHc9swEW2KBIbSPQ6e9vHqwSsfgblEszVoG/l3dwm4Vnh2r+6uqEFX0ZRLW5Qw+1JBnhtOuws30Cfd/j3d+9i9/85g189dUNfOMbF/HjH/0ITz/1FADg8PgI63Gwkjvlwh2yQv0F7jJhQFZYk6WsDxUSmxQt3GxqoVQLYeUnXy1nWjYCVA9D7aaOIjw3RgjsA0bCtmr3J4gn/bDmEPY9qt9CA2yrkTs3JhB581p0zjUeTzDAqO9XDwdoidFpub2wVo4MQ25k9c0SsaxVP0+n4GwyV3LEkatP09W/o+V7xkCZWRnyWK9XODg4wH333YfLly/j1q1b+PLLL/H7zz7Dr155BRcfeQTPPvsstrd3kNJtm1piyYCvHbIETVz02oX6D7UDuL4XBVai3aIKKAyUW/lEExESS5j6dzl41NWTRTDuHTbGnPF1edP+8efXg9b7ACGB+T3JDfGBnaUb3ksJj2zPalMDggAmW0uQeFH40DEAXNc454Uk4FoPakkitetX5zIb6CABzMXWqHPCjJYCkiDH2b0Cayntg3WSHixr0evQyTL6S9eT6vwMDEJdB0RPCT742gpBLacq07FZWm9/phgQ0ukavMegSS5L+BC9R+g6fh955FjixYIGHoVcw9rA1oyXQ9M5Z1O9dP8559DHHq54XPvyGq5ceQsnT57G008/hb6PWK00OawbiZeuQwhcmqU0isVMQfTqVckX770DpDNWDzj+DF5v3OxUKhAhwIngH5ATh7w0Q7APIz9Cbg5QUtzBiSl5BdsmnXFcKtdnXkF0RIy8doeBm34CgOCC6CBrslYT2VqtYSbSSwODJnAMbJfLY4mjWgpPCIHH+e3t7WF7ZxuTSY+vb93G+1ffx+8//T0Ojg5x48YN3L27j/27d7FcLsXk2ePMmdN4/PHH8e1vP4PHH38M586dRXQB45hw9+5dHB8fYxiGun5dqAANhdkmr7IewEdYpSlEz4R/51FKh1ImFn9Yo62UQeam0SZ5dfLfCuYN8DmPvtPSbDTJVC6jjJ4MtieDdwCxpyZJI4hPxfYCDyoI8J1HiAHZAcUDvo9ABmgk+FQTQCJuWpn0PBJSh3zMplP0sa9xJ+iIRyVdWDpSq5gyTUVBERwoEfI6ITdMsyY2TKBwVW+dhlq1kDNqWK84Fsq5zCbqE5v7zRkuS1oyqj2Xcw6xD5hOZkKeHPOfybWmkhGILGbmnJAHTvTHQfFPkXjUJPrEdm3cDU6AjOtVaUouCWpTFETzY245nhlJttEKktSpeInxHxwQgRr0dTg9bNHUppYaPF0FA461biqqBmqTgL5ERbwONXPZZGT0kiCZrNN/gdGjGi6Jatc06oJC8+c1CEpkJ4hBJ5d1p9MptuZzHB8v8Nprr+ODDz7AyVMn8eKLL+Kll/4ddnZ3uZNtcVxtHjTZapCOlwYNPsCylAI3298BNKP4YCBcr88YQn05DZBsmSTzuRNWo2Up9VDiw65qAKk4CayqIat/L4rDvRfTYO+cMQKQw9DBAV5YmELWyWnsVJMpcPWhZeSarmwS4MAIXB6fgr8qkN4s02vTSQs2WVcHuBoQqOpda0AAtDyqVivL5RKLxQInT57E5cuX8dvf/havvvoqXn/9dVy6dElmtu5gGNY4OjqyUr4DzIfP2BPnNu4T8jO1PEQb18j3EO4By3zPBvJ1DwgYSkktHCpwrs1EDXjTINn8areE6kb5GrOAYMdaWFI2jIzFdgIIKLsG6MDkAd5x4xMVthjhP9wEixsASt4lXJ1u4CD7pUjG3eaQDmaYzaR1w3bIDyhwVysPPYAVXNoadgr0eR14L8whKRtKUHTSMuCtZYbehbH+zXqrFy1lHSnb2oFr68LZ7+WcWeICQCeNlFIEIKK+D73P5r/Ztmtz7+vPODSAli+UQaWsr4VIMZg103UHS7YtZjldA97WHoifW4xRJkVJEuC43OVca6/EYBgSE62qIe+cz0+dd8z3pt/Pl6BnDidLlTHe1KzakypiZYT63NkmSKddFNurZqEmmkOi1OxXZZvVdqs6AQDiLdhNECObYusvnbE8mc6wd3IPW/MtHB0f4nfvfIq33n4HH7z/AW7evIn1esBqvYKDx/nz53Hp0jfx0IULCDEixg5nz57FuXNnMZ1OUErC4dERjo6OcbxcYBh4zFuQqU7BOUAaRUmAk3YiV4PoiCglTAb5we5F71VnKBcBoAStVhAAb+Vpnf5UMgMZHQHLf+ZMLhFCfV9K5Cj7ydO+5PNE74vCEh/nnSUTOY8yQazuL6tAgcFPDFGmrem9sQ1SiGoe7tH3DiHMOXHRwQIgRAXY3iHGToiIIgmOw2QyAbyX7miPDZcX5817keMFL3SesiMbB7qnCX0/xXw+5ZOuIVnUlseF2rug54KWlbNKcpKHd6nOqibtb8iGQZS5BQjmKyzyjZJrOd97ZguLTFNSmysdPFIyEz1aXe068V7NJNp43Xry/PSGZNtWpsARVMRTET/ZpBYuDzf2EZaxbGbZGkTJVdBTG00kGAtQrKyjBol7WDnnkFTAKoFOKfQ2OG8eZJwxe0fou4jtE1voux4fffwxXn/9dVy7dg3PX34BL770Qzz40AUsF0vs7x9gvRqlU9kZqwk0ei9o2a7qNwHpZpRyoldgacFeP6M+oxADIjySq40sLSBmd3oGXh6GPDayY3mfuk9lrbA2Kedi44oAj77vsDWdYjLtRdTr7R3EyHqNGKJs1iKLVYCrrZ0K/Am1A1vfNcBnciEpNRCJD1aWhgJ+cuoPV7E2/YnvUBBQmH0pvN5U46lrqpZSVOO6yeIuFgtMJhM89NBD+Ju/+Rtc/+orvPX223jjjTfw/cuX8e1vfxt7e3tSMljxCLUiRsRNslOfO1ADcetPWPcSHINdLktrBzX/vRg7Dl4Sc0IIyJk1j7WjeRMQ8GFe9aR/+hfJuqnvi82s1xiTsDK6ZuQzg3j26f0ZQHbOEhqvb5ZallOsTqwRoOlyV+BDTu6/6RQv9R3BgRtN7NBiQFcNx3Uze7M80rKwPjsCiW0LAc0BaUECsM+vOmUxvA86EszbfTVZkT0/1d9urAP7aRbSO7BukBNqHkbQ2p2VogyRZPlyCDjHJUfuTr2n6uDA1kXON0AI9R2WomjPklhln4JXyQj/6sVAeLVaWrOczq914EM9hJqghBAQwKBDDy89+HLOMs5A47M+jCCl1GJMGACoSbYjwHdshaLvz94pWhBZE23TRfpN5hEQFw1XddH8HLN1ik4mEQSeb+0FMIO0UUeqAb4etkBtxtIJMqzz5jXFwJEQuiiayx5HywV+9+67uHv7Dm59fRNXr36Cq598iv39Q+RcsL29jccfewKPPPIoLj15Cd/85mM4feYUcspsjSTv7ejwEMfHx1gul5awtuRLLgXeK2gHfBFfPc/TcuazOUJkEmK1XOLo6Ajr9ZplBt0Ek34qFkAdQnSIXQ/VJTMo4waZED2Cq16/znE8z1TYkaPwuZqlXE4g5tKKNjqylnVU/SxvIvFFJJCUW4sk2V48ngq4SYXXOZ9DlAkTWWV930sVZcSYR8MhXjSZJODJB4cevSUnukvN11BswEBOzLaBSd/B+y04HzARGYWCVeVlqWhTojOZUdd3pqvV86IUQvARKEAWWRV70Qow0zVIGWkkrGhVm1WFSeUeGW2ideg6kVl4oBTP/sNOrN+I5U2hC9CRpYzVxDIpMDjnPJ1jio2WLhnDMGIY1phMexs3aQmwnOuasHNWSMw42pkLpfF149ZSkW5uIu7KIhdATg8JDmS2SAADh6o/sQOA6mHowAJpBZhmyiqfqYc32z5IYGkOAhRCcYQim4mcHuBNaZg4ow8xYjqfYzKd4uatm3j55Zfx3nvvYzqd4umnvoUnv3kJOSfsH+xjuVwZ8oYTLZ3jMpDLtSHDLkTuh+9fRcG8ULXUozOyOclRYbaMJZQg5uFEi+GsIzCNIzJVM11ecMoG3VP6J8cjgUodKcgJIyF2EbNJh+3tbcQu4ujwEDeuX8ft219jPawB4pJQjJ340AW7F10LNQu3FcLPyMszloaPIDS3l5msPANZRib6Zk05b12JlRmqZULd7PqcrRmgfj20C5qBpbNrBZx4eWXzwQKA3d1dvPjii7hx/Tr29w/w0Ycf4dVXX8UTT3wTe7u7ICIJ3Ju2CracqAYiXueVZeefr2J/fmb8HKbTmWnlOPAocORubdYEsdM/M4xceq7f0Rhgyx232SZfm4j/He7RhjoQPEoWhwHvZZsT2o5np/sKztg4AgQAsO+nsq/KgBLBNDwVwFewq9YsKLyuQXy/hBqIiiaf0iHIgm8PBeUti6eQygeHQKyvzUlGfjXJaykE73TeazZApbEvyyHn/aaGVZPZdtZ8O+valp7sB7VkchCNrgsWL30MNaOUA67reAKDeiaiYQ6Bauuhv6F6XfOTkyk+zgcBOxk8ws1ZouaAqksudc1qZyQAiTXeDl8ALLBHsOcQo+qzqu6Qu5o5mc0lGetTGS2O2zmN1Z4G/H5ZtuDY7FibX6hWttpEWJ+xSWvuITD085ywYxYmJOnyzsNFj+ii7RC+fzLgW+zdBZvBbt/jqvF/ECeBnAU4gdCHCebzOY6Pl3jn7Xfw2r+9hs8//1ysgkbknHH69Cmcf/A8vnHxIp751rfw6GOP4eTJk4geWK1WODpeYL1c2bQSbY4Yx8QNF7Ius4AuyDABnmREgNjb9JOI+WwLpRA+vXoVt2/fxsH+Ab7++mscL47hvEffTzCbzDCfzzCdcrMON0sFKWtH9GIpFMxSSeNyQ1I0CZOXz+36HrHqkTaSNy8JMDxr8vnnoiU+dq7Ifufzu3BxqsgZIM2mk36CEye2ELvI5FGDVXiU5px/3jVTiqCSLKrvVhpoqQApjyw7SCMzdE3MVv0/SBi54tB1WtkL0EYqq9gWvh8uozflX1erFnBMOpEkPUW8lImALgS4yA1GGxhG2kdjiHA+opSE9WoFTbKrtZvTDJnzQkN1mhw6Y2WDZ+Z9HBNoveZxmZGTIdlk0BG8ZncGHQFLiFSahUEC8myEjAT2htL3Nabx3xFNXC0ptiWfmkVaMPB6+b6+SIJZOuhBlTNhtV6hFMJE2DPociQ9KLHRsaUgmiSTtZt0nHFtbZ3AOI5488oV/OQnP8GNGzfwwvPP4/nnn8fJkydxeHSA48WCtQWSnWTpMipOSrJUECBTIhQI6vWUgoJabvMucIBzhNAxMDC5vCDkkgvrewoHKCdawSygcb1agxxnW4UIRcC0k41bpMzlvJfFSjZuiUpBDBGTvsd8PsPOiW10fYfPv/gCv/n1r/Hav72Gjz76AMvlCmpHshm8tcOKbCNqoqHvNUbuzNZZx5rVzmYz+WeOra0TmM9nmEymYmPRIXZRWDctg/GGjbGHF30M20RIeYkg9jiQcltA6Dp0IUpjDa8ONWEWxR6XqGQo/Gq1kjFUDs8//zxef/3X+OUvf4VXX/3/8MLlF/DIxUcwjCPUHsI1wU0zLoJkYao7tNZaV19q86w0Q53NZgwYBMjWoMPNAltbW9CZzcp6aLDR0u4mw8zWODpflEoFrDUAC/gj4skcYt/E64TBVijF9rluKtcGLnmuaucQfdU+GqAzsFbs7CBzOmAQW4RlrOX2ZpqCaThVD92uQb6HtstXEzlNnAqRBfJSshy0zIJpeUnfIwMCsklYun8NMGsa0pRaNfDfO6axymGqewHHgVqOLpAk0nt0vs4xbo3ZdY1434BwsYMCpOog+17vYwM8OdWGNhZfDqIV5pGqJ/d2QaXg8PDQfE1bmQcRiVNZNobBNc+YS7i1GuJ9MI5Bm2PaEjdrteSAlkURdOxf4ARYQcIfx50mYUQFF7wXZJY4lHnV7nrRN0OZQmfvosjZoLIrjc81WQhIKUuZ29l36/OOXZXSaFIfAid7Vz/9DG++8SY+/vgTeO9x6tRpTPoeMQY8/fRT+LM/+zNcvHgRfd9jGAbcvfM1lsfHWK5WGFMGyQjADLKQApKJN46/axhGxH6CSezQxSgMNMf86XSC+dYUaUh4//0P8LOf/QzXr3+FGDtMp1OYT6U8CwXMVhKmek7XLAf2bPSCWgmavpPpdIqdnV1sn9jGRCZT9X1EP5FY33XcyNJ36LyUmLsgCZboDNXKRrqqTRMLL/KkWo4vacTBQcTR0bFJBsZxxO3bt3Hq1Cl0MWA+mwHClsIRs6gG7oRkkzVOgju02SiLhyLJmlazP5QCygWl01GB7o+SGYAQIwGYWEWFoU3Z2GO210QWoVI4ABYHipwxdt6QNEWCGKMVaVpxRUrKUfYAfxYnjjV2aczkfa3TX2oj1HTGLPTu7i4mkwk3FiWeLqW+rIAzXAUAcUyJu/GCdrmJpYdj/ZFtF6cbKlhg0QVWSzwVRHll2MBTFvRctVK0LcAgqBnSfCKBzytjqYe02/iuEAI6NeuUTUGiY5SOHyTHoljnHGbTKXZOnMC1L7/A229dwc0bN7C9cwJ/9e9exPee+y4KZRweHGMYxoZ03WSa1EpHUAyXoUgvT83NhREkZ6xCu3BtU4J1g8aSSVmpOH5CXLrkzlfvvI34042v/mcoBBdEK0HKZDpQ4M/rux7z+RZ2tncAKnjv3Xfxk5/8v/i3117D4ngB752AOmbE2mChnl05ZyQRg+dEYq3CgZrGBBolsNiDU7PXaOVwZSv0kIEtaNROcWWXFLChBW1kwv9wz58xgNdsS4S8snH6vsdMAuju7i72Tu2KV6DDV9evYxhHfPDhh/iv//X/wDe+8Q10/QSx6zCfzowFVNZHfRi9q/fCHZwMmjlwyhhJYwUZgB4fH2E+n+OLL77A0dEhUko4ODjA3bt3ARC6Lkq5AnZwWSB1XKY3EC0d9VY6NcsRDYxixWB6PWf3INHI1rKyKoVYg6ZNJkXAl2uCY/tuinQ78gG8CUA25BMAbJybkpEC0HLR8rC1b9kegRxsCp5UzF/RscQjcxao1+CdAwI/I00m9Xtb+x99nnoocqANxoTZvi/lT96fyjNMimL7W7qVCzOLOWd0USwwZM54SVmsUkJzXc3tQZMUgo4yDT7w7F5JEh0BnhoJBFW9Joi7eWezGR579FFQKTh//jxyzmyXIrEpS2Ocdx5dp+yis2vKAioI3t6jdv4DOgqS7L7Zc7RIDJBrybwnvfcSsx3b2FiyUztMNxh9J5ZHmpgQlzG1eqMAmQCUVA/0tqQ9jjwlh6UY3u5rU7fKGtUkXq6xbYxwXmJxglWTCMzy+oCbN2/i66+/RkoJTz/9FP72x3+L+87cB0LCzs42drZ3kXLC/v5dHB0dY7VaIaVB1qRH6CJ7Toq/otopTfqpJIR879F5m0aUCsEhYjqZ4sR8C8vlEleuXMGrr76K69f/gOl0ikcffRSXLj2FkyfZ9H0YBxwvjnCwf4DDgwMcHXHTzTCMNm+5srDFwHUyNjQhpU2t7ziOWC1XuP31140Ppq+xkoOGsGz1fSnhwjAc0EaNuoGEJIADj3AV7+Wux6nTJ7G/f4Dff/oZUkrY39/Hyy+/jN+99y5SGji5DT18YMKgjz36vquuBaU2vAVh0S1+ywhgJ40vzlW2znuH2AUAWlGomKfedzBvTyhwJP2+ll3HRkyp+12lZVJtlK79IoxkyWzwrtVcHyJ6axQKSGNCcuzp6mRuN8GhOl3IuezZa7PkguA8tmY8UrWfTjgph0wSc7wWYwyyt2viGDU7dJTt8tvgxe9Zy4GS3eqf3BPo9KUr2ISzfFPmY8IChYEyO6w0YPHPeOfY6V70XHogsJgT0vXG/mqmTTEYJsABrNNSRgcA3n/vfbz6r/+Kkgueff5ZfO+738POzi7u3L2L5WqJUkjKtFrm1NGFzsba1ddcwaDXwxlgbRjJUHdgc1M019eytJqhMKuZjXnVSSLsOi+bVr6ZhcPV20/ZEzjNXnh81O7uDtbrNd5880384hcv45OPP8Te7i6e+95zePjhh7G9s4NJP9nQcOk9avkk5VGCi9DXXpmGeqizdxtZNq/TE7KAz5wHzuxFt5lyEqqeN4gGr0zEvlKkpQJee4WkbCOTI+znM19XkSYcPoDJFqN2CvPm6EAE9LFHTgkXLpwHQPjwww9x9epVAFxSZIF5aMBJ3QcqOWDg6+2w4iaCVrAs+8QBJ05sYT7fwicff4Lr178CEeHll3+Gr776A+ZbM6hco05XqP/4IOVbzx2j2jGtayNEkT34KAhJm4kkKPY9ur5D3/W2h+pnC7D3MDbIBWESixMgW0Fzu4ytm9PV7LsCwwoCamlQNK2y+01nRrU8pVmzySQUFFP1fitFZ946+3ONKxQ8iq+/p9/VXs+9+08ZVl3zygQwoKjWGZpYtfof1dqaHY0lMS0rJuUy4qkpPLGllst0jVd2bzMx1z9Wqy1QlUWoywUn2PL6G9DrnMPp06fRTyaY9D3UoDjlXKUfbWJhf12T+JqMpLGWuo2BJ2XzqplxjBF9z/IgLddpTL8XuGnMZx26dsCrVREa6y9n104+WDd5e5/637nUSolqvjw8fEB99sac8ndqjPLeSynU2xpn5o+14kUeTex4GtEwjhhlRNtDD13AD3/4IroY8fXtWxjHAceLBY6PjzAMaxkFWKsHrZ7de51C4qDMrvciYYmR47MDxjTCAZhOe2xtzXFwsI83r1zBG2+8AaKCl156CRcvXsSFCxdw7tz9mEymxsQPacC4ZhugceRyesqNbQu175xZ+ZQzxpHB5TAIuKRazXCybnUEayn888MwYLVe81zvYUAaZeZ1zkhSadC9Q418IKVRmnD4WaUxiT6bS8nXb1yXZteC3d09eO9w5a0r6N9/H6oP1njlnW+SfAIkwSK9domTLrBxvlYtOGGp7F2QNdHJyFKOnc5iaIxaPevQd1GM6r3pbJ2cxyF6MUKfcDzue25UjRx3fWSAG13H1cIYLHHVpsnWUszLFD7dH87B7lljGRomuVAFkPreWrCfpNqme6b15bWmHqeVJ128Wlq6J3iZzQJqG70enGSlgYZNk4uyDk4JGjoFRoX/8n7swQAAyTxGyJi5LkQ4L6O6CgueoxhXajeQ0u9WJi9kQR+udl1NJj3+8Icv8dvf/BoffvABplsn8Nz3nsPFh7+BMWUcHS8kADh0IWAsBYkKA95SaWvtQIYczMWpp5hrXlPDgMkDKCQzZhvoWR+aUuIiQM7qsYd64HsvGbGHE+lUCNLQIodS1nIe8SaZTCfY2t5CyiPeevsK/vl//RNu3bqJRx97FE9+8xIeffRx3Hf2PvR9b13RbXNTKzsoJZkmqP1ztTExFgkcnL0dKmQHTO3kK/U+M3hO6ciWE4WYJYaU75WdbUFIEY+qUaYbpJxMewe1DQL/u2V2EoyKgPLgox0+wzBisTiWUrbaiWQBDahBUcAtr8ciFjH8mlNKInSvhzZAApDZXqXvOgzrAQ/c/wBKyTg42Mfrv35NvBIzlosFxiHJYRaaZ9xk8k4BJIl2NCJEARU+oi0bspTAo+ujyAN60+EZCyyj/2LwJpCPHZe3HHkDTMp4awmEfy8KgGWtlHbsdl3Huif5915Kd1yOinKt0k3pOu7o944bRzTndU1QA7g5R4O62r3YGuPkg8CJRbYDJ/EhJutEwYEGWQ2s3geojYyWhPgdVmAcpcyqwIkPWJXmcFXE4kDWDm9l1GujjyThctgAACAASURBVLLKUcau8UhVZWdQO/ht36m4pbBcJnFc0FJ7jA7cRFiEsK3ssE4HOV4scLC/j52dHcxm07o+m/x9g/nYCFEM2rPqbAFjSe9NMvW/dV85x5pr02STY/bE1eeq3aJOrJSIYPftfNV+chdtAPkqyWglAy2DUys5JGU8rYCRdHUDbqO6AlsbzgWE0EEyY9tHY8oYxjpnPATeTwpGnHPY2trG6TOncffObRweHmC5XGIYEoaBDbFbPa3+sngbAnuvEiy5DmDioLO1wXKu2Ef00x5DGvH2O+/glVdeAVHBD3/4Q1y+/AJOnz6NrutAREiJ46osTUwnU8ynczivsjRYvOC4LsmiSHDU62/jGTfZo5e1q4QCSVzPEivHlKoZdSlA4YRF42clHYqdM3pGaEwd0yBgl0E/nEP0PYOdxGypzefOCWMeWCuaMk+vEcbUqsJE9p0pjRiWaxyNuYLpNMqowcFmu6vkKfggSbqW2esYxVYHzAm+gLmGVGBwOUU/kV6CGO3vh1gH+Tk4TKcTnDlzEnt7J7G7exrz+RzjOGAcE6wyUrRBTPGJTEZiJAf1XWDAXIRLLJakqPtJzhlllGk5DtYMrFWGKnsS3OHEsK/tBG4DYw0mEhh04StidXx5uqg0eCrroi9ID3ItDWhQVc2AlVgtbMthIoxwSmw6GkRsT4WQZCoJAANa0E8Qb0kfAmbzKQoVvPXmFfz2jTdRyOGxRx7DM996FidO7OJweSwNIiQUL8yPEQAy6r15J3OphUtt70MemmgBOJthDLdpRaQMhgaOVitmJRx57p214rfd6DwRwXsnpTzRNpbasRpjwImtLVApeO+99/DKL1/B4cEhXnjuBTz6+CM4uXcK89kcwzBguVwgjyx212tzzm8GZmGkNROHd2bIDrVOUfAsZUmAtV1eenK9rybFtswIpvv0GyWLykxQaRqSHJkAnjMkKc8HHYXnDGg6NEyEAFBrSBBwT0QgKcu0hzZRNoaBnz2hJA2GQ9UQCq2VS8a4HgyYaGbHmWKCTm5RHWvKGcOwwnpYY71eYVgPONg/wPHxEXR2dV1D9EesgLJNypAxOBaWi2TuaSkYB8LRkWSsOXEjiVxTHkeMOWG1WmG1Wti1s2ZUSvJi+qpNH5w9d9bAEiMDxxg7xBAtk+Zkjf+Zz2foJz36yYRZUq/ANTT/rpl6MLH3xtxjT3BQMC0Gx0F0rp2A1a5vgnE0nW1KCYOwIMvlUmYlV4C/GRi1TF2ZgsoOtWyk/ox0dRJxFBKLElD9u1WOogHZCWsobJjXmKUWGU5K3KPomcSzkAqQlelTLaFYjnivblfMPHqP2HVIY8LHH32M995/D88+8yyeevpJdP2IYRywIQ2QX6pFdRLXnRglE2DvSxk6tWppNe71c5pGKtHtFqkGKNiwWOaZ/8k5czNgZqNnJ7IooDpQEMgm4RTyoOwahqTG0RBYUxm8OH+kDHgtfZeN88o51T1qCTAIe+uFBQo1VlCbNFfnEAmKKIWb6w4Pj7BacbfsOA62tuWI4HNFTPHZi9KhlGANG+s1ExjqoafrNXYR89kMXezw+eef4Xfvvo3leokf/NkP8Bd/8Zc4eXIXq9VappcoENJGL6qSD7kfqOfjRpVEwXmtOFRQJJpx0eM5ASUan5wxVR59P8VsHiU5Feu3lghQsoovp0mO+Tv5DBaQmYW0UEZRx71StnusLOaIlAqSgEHWE9f9ws8cAhwr8DQiIjGRsVqtsFgsuFmyrWo250wpbUXt3vJzJTsU4OVcsFgscXCwj1ySaWv5u5NMA1qDiLC1Ncf9DzyAc+fO4eI3LuLixYvCsnKSngUg675ipkxzHmfvczOxAlSK4Jxj/04JGmZMbr9H9rm+SUoBIKq/m00CgY5d40Clgc5YNP1I+YI/wZ9xXDSGiFkAOBnBh82bsqAgJbmcVSNDcOTbH9tgXrQRRbuFCE1QlwVPYOA1n82wXi3x3nvv4erVq9jb28Of/eAHeOzxx+Gcw+J4gVHEtlQy1jlxU4zjOzcNp5fOxVSEIQmIgumNxpVrDcHDoZNAE6SrV3SJqMJUA45yT/fa8WhwUuG7bl7fQGwuD7MeSStVfddjPpvhs88+wy9+/gt88MEH+P73L+P73/8+Yt9hsVjg6OjQsrsqKiCj49VDjM85MjYY8h0Kxto1kKUEpoxICAHBSZesgwEhJ+AfDmb53rmILnYgx2XLccwosukdAB/UFEaAd9GmiNqtqgwUP+d6OOim0Q3jFOAD0AJ0ENaMp5vIJpN3oUydwE+gaKDj9ZypYL1cNQJ7bRzizlQv5WT+O9ztqyx+lpL9MA4oOQFOGI1Qy6N/FACb0iAzt8x+5mZKSxZAlDNbLjBAXHEWP4wY1mscLY5x584d7N+9w2PMhrWtOz1sIO9d5w6z7sjbu2QWVpi8RS0By9IBWy9JOUoYBcqV1c1SwtLRd1bmdbW6wZ+lDB7P255Oesy2uPlqZ2dH/tnFzs4Odnd3sbvHwv3pdIrtnR1sbW2h6zocHx/zrFc57O7VvKlGj58D791CBZSkVEpghhE1kSIqyGY5BhP/189hyQO/LwbxFjOoJtQ6lQbN70XtznbCggKANFqR7AXnveyVqnPsux7LxRKff84NHA+dfxiz+RypJCwWK2iTv96/xhoniSizUQwEokx2cvB2WLf67U3GUpIvx3u2Cz0nVmlgTbaHANBgwDHnjPW4lulNDpMJ68XVVoqUIaN6tqSUeK7xMAibNjGPP5ObhMglPuRGLkV/BByVfnWultTV5sf5yqZzPP9j2zSAj0cqMAAwjqn5Lm8JirKPOi2ndndXCY8DQGYzo7o2tmWZz2fIueDq1U9w8+YNPPLIRfzVX72I++47i9XyGOv1ypKjtieAiEzXaM2QwQOBNcubiajKN/S5iGRGSqvamFdyXT9FqkQbIz/FRFong3Fzh1AFTip4XsvJDNbrO6md87yu+L22wEbBGWvNe0ynPUKcwrkoya7KwSTmN012EEs9PVPtHTYsvMqhDBA216uSCn6mg2hF22YjkemkCm7X6zWWiyVW6yXWwxrDeoXlaoXFYomFWAEeHx9afDo8OMSXX1zD1U8+wXe+811897vfw6lTJxFDh1Ic1m4wSyd9LJvrclN/rueFNucx6aJDLDjGeqe66VZOsrnWY6ECVwpGdp1EDAFd1AdNAhjkQVDDPDrYwce2IVL+0Y1H6keni0Fvox4qhbibLMjNKUtS2RShVx2bc/Zdjy4EC7iBPxApF7G4qdkLA1tgOukwnUxw/auv8OWX13B0dIzHH38Al566hPl8huVyifVqxSUoImFkCjNqvvFf47S4amHUOV7YAGM+SxXWB9Ej2cHXMK0BTtxHNpt+9MW3/8htIsgW8sqoOQdHwQw6gxw4XrSRXYz45OOP8daVNwEQLlw4j93dXezv72O1XGHS9wIsCrqOLY9SztLRHDhjLgX9pIcPHXsySlBjob5YguQ66WUlo57yyFqc+daWUfDa7KR2FRqws2o0Ol4f2lSUUpGpCeJH5XWNkTQi8cHtncc6atBTBpAzS52vTGAfvCIaER7HFqB7XEuLwQcGfM5bSV0lGXxYyHQSKQfoOy+liH5NOl+9ji4TWwsv1wexmoAy2N46aUsh+AB4X6y86Rw3P03jBGSTH9QzsoJ4XSWaQOlvuhCtiqDBQoOidsGOAiSTmfkK0+eVUWC9LmfGa5QCCTaSBAAoRZ45WjDL1iSr9YjFYoHDw0McHR1iuVxgLSB2KX5zx8dHWA8rSRbIJAW6rwjccMa3QhgGh9VqhYOjY4Rwu3bpN9pNfTj9pMezz34HL774Ih66cAF7e3vynccbz0QP15TuZXb5ENJ1qlUNIt6LqtNzJK4JLgMuGANhkh2JoTlxFyc5PpChB5s8R25ESDJNQmQDTlmvIro7dhcopRj74TzJhBcuq/d9x0xGylitB/gATCc9lotgh0GblKiHm9msQcuy1RZqTCOYjU81iacaj/S5sQ4qWDIHKnAQDa8PFgvZHxIbrEvfT8R2hJpGHFhirUw2EWEcjpASz18uXSfA0LEfYFojBG0s4OeWiZOUVq3baiWJVFdZteS6V7quE7kQUBuCNhmmtlTrpKFFQRAnVwSdH622RuxP2CE4liONA1vQVNsYYozjHYJjq7PF8QKfXv09Dg4O8ey3z+D0qT0sF4dYrhaip6yymhjZv7MUMBOXsjSEBEz6Hl3kxjyOS8XKrspYjiPPhw4u8qx1AvKYkEY163eYTDq2vyKHYeS53orCSkooWaQLJcOocVkDQX0VQeYDqVXNCsLYWcV7ZxOwuPJUJQCtREffj1ajeG1uJoaKSzbZTql0et13TkMOv2HBN1Esbbz36KJH389BmEFxkNoAAaxjhlN5DH8IO5FsugUQgDQmqYyssL9/Bx99dBUv//wXuHbtGt588w0M4wrf+c53ce7sOS5/dx3IeZF8EYARQGPPo1/ZxCEG2VFIDsUbgs3u2dP1jNnEJ9FGlDm+iRjkQKRNK4v2i+Wd24OWykwNtoC9EMBZl5GqJZXBsGADLSEKNeqk9DqOPFrQScn2T2a2cuhLUJZLRykFXQiYTCbIOeHKlTfx8ccfYzKZ4JFHH8GT33wCsetw985dDMO4QTPz4qwlaw6wMM2dEzZB3eTRZPlFmjvaZ6abQClkIpiRuoIkZXBVT9eyq3a/aDz9oCyGWnRISYi447rve8A5fPnFl7h+/TqefvppPPTQw5hMJgwAFXzHyLBKQKCToKoaE3KVHU0pgXIyGYJaQmiKpmbC5BxCP+F1JXY53GCTJDCu2Z4kdtBRdFrya0vDvLAJ2kUcY2TgVZIYT/NcziENCCXYU4rid0mFkJv5tSlnrIcBOSdsd9syw5Wvi4iBXy4Z89kcs+kUo5Q4zSJF36lck04vUHZI56Myg+wtM6+aV7FXUbNqYXeczeYtxiB1fY9OOv5qiYGs5EFSorTMXoFpoY1NTk7njVeDWt1zNoaKwNqbwJot/jw+NnUqhQqruazGh7d222ms0D1kYzfVLLpwd+uw5mevgRqO3996zSX7lEdQJkD59FJqpzepn1hl7lRcr6UgIk58htUK+/v7uHbtGr744gtc+8M13LlzB3/46g+4/MILuHz5Mk7u7SGEgIODA2PWK+ipHdm6X7UUVkGGJnbqOQpLIEsR8GjxAw2r3/hOiqYTxLyKxhKCsgBiUxKjsTgV71QWndlBFfv7jev0sied0y59HdoAqDekJjzM2t8LpHi6CCd9sgaodmhWsMhrnP0Qk8UM53h9qAxGwTnHRt6zYxqxXC7Y0UL1xanG+taVotqMMCOSUsZqtZI1HEEAVqs11usB3gPz+ZZ4qMr1GKMiYF9JjCYOK2vmRGpUcmZwHwJCc/6Yt2bze5UFI5FxdKB1FiaKJTcMwFk2QiCgAMGTeVG2+n19b0GrGIHL7+v1GovFAqdPncbjjz2Gvd1d3LlzB+Mw1pKtaARzzpjNZvbOOaYWu37v2JuzCJva9cqu6h7gEXuaWLCkIGMYMkpJDDxjQHG1OUPtiqyBTtbrep3l3GHChX0rR3PfIIkj+p41ZvEZLyNV5Tzldc7d1g5O5D+DsZ/KDNdzVP9pXRyqNMV+vrEw4p9qmwAh1QYC92LATP2dIVr+M0IlyrTUz42I4pUZKqj1xox6TKczTKczbO9sY+/kaZw9dz+uXLmCt96+gnffew9UgGee+TbOnTuLruutcgAU+LxJOOmKrPGtmQQlJJw+IyVe2IpNZDBNrNH9QkSI6s+lQUZFkfxNkpViE23qIWpZmysGHojYUsbbQQumd2NAJ/MzObvggzKDtWPccs5jxIpctJZzuDQr2QttinVr51L9c6KCTBl96NBPJlguF3jjjd/i97//FPff/wCe/fazOHf//RjHhOPjpWRUNWsWRKQXb9oUPZCD2ADx7NwazIIeOE7Lt87ApyeAwN5nBBmd2GarCg5AG5Ml+L14ex11BqwAd09iMiGm0Zmvt5ONf3R0BMDhgQcewJkzpwGItqY5IFgfqUCmgl446daVpoAimT0HbYeUeWGlkuHB+q0oLGtOXDonN0La4rncBCl7uAgfIoAMlGIsiT4PLYUBCiyV+fDIrhFllyKsNaSho5YShjGBwB2QDg4YB/EGLThBzBpSyUCBZWCr5QpBujZTysiJ4HsgRIdBbIcoE7zXcXIqDyCMoiFkzRm/f4jxeJGAEmxdEVBYlwqX4P0EhTiIOh94tF8XbL2bVYbqfcAlTCrS8atj5EjZIm9J1WD7hUvKDHpgrJmT4AhhSdtA0wagICV8Y4oia9C8aI9Uu6Rdl9wZD/Di58/p+x7TKTNG/z9Zb9pt11Vdi/ZZrLX2PvXRUWnZBlu2wRWxCRBsjDEkuSQvIXktX979mvt+2n0vH97Nt4S0RnIdcOIAtgwY4wJkIVtypfJIp9rFWrN4H/oYc65jDk0NSdbZZ++55hxzjD5676NpW1DQI21fKTQ10JfLPCaYlClIczJCTM47E0cmN6UN0/eYHc1w++YtfPzpx7h++yauXruKd999G3fu3ELf9/jed7+H7e0TiDEjxnvFBoPbXq2PdC/W9pMdXYRK6VHzZudlXeXySyPUI8YIFf3xnGlAlYJQOh5FLSnFKU3ijSR3QbBzQK12c0LhpwNSWErsDdIi07pFi8EQU32PkmR6mRgiAH15/kR6GdetBZKVIlh4qXxmYtJtDKLNQKqcbPmIxaOXbW6ZnW54zhfLOeaLORSN08tcL7TCFTUai5nQDUMQYdsC1lvhYqaR+lRbkUSIhsBuiXq0jn0viyCHh4ZrbXhuk3Av8ygWG+OIssfjViv6UFkcGRhDjuNy2cuFTSQasYpikuxZtA0HRug5Es5x22ryI9OAMkorc2NjAydPniw+kQUl7IfiSVus3RK7PQRpLOkDA/d1CETJyenUNi8to7quk/PPsZcKptBDD9J14j4Yi5f0nHhPmo/azGQksblhETgudDTGWXGM0NdxhmbjWljwexiTppMJDCwWy0XNCyRGjS3m6uSuMbdXi8RaSHC/ipJBQSzZO/occk4IMnVGQTJF19WirHYNR4mptNqPdX6ggAtfzAhVrGkaTKer+MpXvoKdnR1kAD/7+c/wzrvvCgLe4vTp00Di/GnNffQA1/s91YEDo/haQpAZ3QcSP1LxGaxxGVCqGeCtQumjqkn5bqUqK+bbpiQcekFA32aBdI20lIQrAVqfrKyuYGUyKRfcWMnF1mbAbLHgjOhF5VnpYdV/K9uzjKtzyGyJgDC4AUrl3vgGXdvi7p1dfPrpZzg4OMCzX/0annjyKTjfYG//sLRWa+bNyFkrs1qhkqdlRGktI6GsqRum2OhYeR8om1zqFgkqRhDImrgpSqkoUMpAjuMpEJqsV+RSE+Ziep11So0X8ix/9nRlio3tbVjnsOwXiGFgki0JSb9cAv1QkImmVasfJ3w/U4juxtAHKqaEfinVLRJbHg2VYzkNWAxHGEJAlwGvIgsYWOfJXUUW4nOU5EcvUyN7QuYhC9pckiK52GJSI+BqU2LAZJeTArhfVfVWOB4Y8zwGxDgAyGh8ixxbHGWL5TKgaSimCDHCNR28aWARygHU5JlrIuIgBZ5Gib8ZPSO2Gcd2QdVuJEXaHqUY4Y2FSYlFgEzxWWob2FgkMfxGdmKlxTFWzuvcVEB5gjEmcp5CjxyzJKY0hYcmJLIuFpaKauMKD0bbbnqRqyjC+dr+ccJ/snKRxCTWJTIqs6Dbsp8WiyWVtzKqyxlt24hDp8SjnOrzMibTV7IguXpWNQ8X/hK4jyYrK3jgiw/izH3nMAw9Prj6Ad544w38/soHePnll9H4Fs89/zw2NtYxDEtppc+Qc8Z0uiJoKjCeX6zJV0F5C8IWxZInHjsvwBilkI1rDEjjkWYBs3bUrkRNmvX/s8RIihxAV4kCT2lObsqZ1gtpGKjyP3lyB1/4whcwmU4xny9KoayXRtO00ipnUaMz3pWGoPuVqBHRKU5mqfY52pZzNsMo4q/oW0YpxEOIgnzqOWcrFNkUAZaVVq7SZ5LiElKgK9pEAQ7xo8Z5Wp34FtOpwWRCJX/xuTNETyHdgDFGqOvF+FCVxJroxxSxWC5LPPHeS+xWQ+38B6+lKE0MqST9BfUUNNs5WmUNfY80DEhBxVIab8FEFqjorrEYknZOdC0tQgw8530oyBtgMJlMC1Ko4o8YI7zyxbOFteIoYDlIQek9itq1bQsjyecwDDCwaLyDtR4pUvhk1UtY7FtgmGy57GBtwzvLskWbk5EZyCwsOWHJFJQrAyU2aFLjnEXTMlkPA+/TnAWxE/DIeQeXIlLiZK52QiSSfM+aSGmyb0QUxHOmnE7ldybAZjjvEHJCH5bw1sFbGQko54NnR565lcltgftMaRjKa9U8a4ipADRImV7T42duggAlS663yTh95iS+9rVncfPmdfz6zV/j3Xd/i/vO349TZ07ToWSoI3JLriD3ULl7ZKqYJtelWDIShDDK5fIYLfUlv5AdDt80LYehJ4XGK+euQp5j2BXlIlSlUZYkRn+y5Oww1qL1Hmtra1hfX0eMEXfu3Mb+3h5gTJkiMp1Msba6io3NdTRdg3x3D/P5nJeKbIox+kGkTZR5Rpko8oEtCbjOOUwnVHHu7fH1vPe479x9eOCBBzGEiPmCo3YUH2SFU931FV0zhssagTKJQPkAOmFmTLbW9h95b4EAplfOJErA189BjzoHbYHqJaAVDvN1ozQXGEN+Hwr6KyFaFGitIcdxsVwgxEDPsbZBjKGY/8JUXlG/pHEqDCuiFU2AUDluw0A0zXgmyWEYcLh/iCEEtJMWk3YC7xvYRHTJuSWDox279o9QVsNVDEEsJgRZQVa4nJYq2QjnLvPZ5JwLl844I20zO7rgxFevwOvHkd3GtwDvNQaUlMolRr+uBjkbcv6kRTVWx5bKEKqkT3CGXJMmRtgYabA6OpQqZlIEJIovBJMpWlkMw0C00ll0bSvFA728uqZDTgkLsXIBjEwElOQ7AyEweba25ehNSfqCtoKXC5jMy6NpMpq1VdgREmFkz6ysrACwmM2Oju1n3d9D3yPliKmfSqLCZCgBcJlnlVYYQc6lQQykFqjaOWWOpeP00gyLRK9U9VmDBG75Q9bxh2m0L21V5UIuwFQsdUzh8TTeY3VlFY899iUmhK7Bb955B//8w3/GyuoKvve972F9fb0Q3Jk4TkHlcC0SPi9mq3s1lSIOEh/GWUlFqExJfEKs1INkM1wpyirniWduqJSWEMtePdYBkSKcaPtxpGHZ9/De46GHHkbXTXDy5CkczSieqOgD599Ck0NTDeZ1tXnceKH2PadZqX2Mscq9JJqYRpQfOjGoWFFGII4+J+NmoHLceUFRZT0lIdIBBMbIeNacOW1FLjlrHbq2w3Q6ES61XtgNfEOki2hvLEVeUPTX/CEoofsKet6tRQiZxXUGuukEjW0+hzan0brXWBdjRpZ9TxpARaHGCLZzDilUVTLpQ7W9SseAhs/LsV2r/DTl85ZBDSHKTGtpeU6n5c7WX2pzo50zClI5jUSFarAWKsDrugl822KxWEKFPGy7GiSn1IgsyKAHnAUGlMQzSsHjLCfdZBHVBEXQR89gvEf0vGQBGlKONekzFXVmTPNQT07nrNjdePSSSFspGHiGiXo3nfreaqKfxORcxnJ6wERxSYCCRFVB7pwnJQxE/GDFJD/rPW14JlItPBVwcd6hkeRYke1CTZfaOcaI+ZxI/MmTO7hw4WH80Ve+gt++91vcvHUTB4eHAFBAEG2VKxCAgiImKQjr3huLY3S/FsRcLtMy2xso6633gLcg6dw6Qs85ZpkSEtHIDNQSB42EAWnl26zQb61OjaAOOZNrtrW1hbW1Nezv7+OXb/wC//qvP8KlS7/j4jqH1jc4f/48vvrVr+K557+FLz70EBwcbuc7mM3nxzZTgZwzassv141mDCsVK2rwyaQDcsL169exWCyxc+o0HnzwQWxtbmI+P8JiMT8GeVtblUT1S/wHBRVUBMTCwTsHL0E85qoyVHJ1lrnR0GkPRbVWP0tWtbQcnhwiKzHIZkKGzaLStLoOfBiKPCqczulV1WdvGAaEgZOBGgkuqrYjCZ67ues6WGfR9wFU/2UATOjgeHCWiyVCSHCOwXI2W2C5JHLkrS2VW84RxmR0HQfSG8ML3eYaVAtiqtw7k8ueGsJA367QI8ahIAxMNoWWIIdCFa+0fKp7NOVqxYOMovpNEWjbriqkpbUVE8QCAei6FooKu+yIYlgvqFlG0zq4WJOclIPMIG7Rh0hUmhUNETxvBZ0w0mbiOE2i1QmAQwgM5gmZI8WkBa32OE3TwdoFlJvjnUG2rlzMKRksl0RHuyn5qsvFAsvFAjGoUMWAGiWunRfuHBMkLVIccjZYzI9wd/cOhmHApJtKUq8tqgTvHLqGiCUDEGGvHAH4aqNhxMokpgCNnAlifRIC97TE85gBa6MUW+og4JAi+XFRugkcT+kRhgjnMpxDIclnOauKbg4hYGlI1p9Op3jkkUfQNC0+/vRTXLlyBdeuXQNAk/y9vT2srq5CxRdM5oN4pqGa+sprWyNTnHKEerfxUlLPU0mGMKKaZEXEx3ZLNaEqYdawy0ET4gxkJtYQwr61Dsi19UrqR+VIKtdPuZvb29tYWVmBMQZHRzPywEaIqBUqCd+rJq+ZxawholhanYNcxAACMp0yJC4yoemho9uAmsQzIXMFTWSrN0lLmQhRRCrghSLn8q4AsJBKoSK+ig82DYUeIbIj4AzFHQYyizcnEZ3ppCBNIsdJI1EXY6odD4R3mGJEv+zhxBjcgl0XC8vEN7Mo5HV0XKWvP0P5e7w72I2ig4FczupZKQmc7hfdFpr0GkOAIISh+ALrvHSelQhFkSeTFm3jWPQnFRZNCi2Dr9cWEILK+Qw1SDHeRAAAIABJREFU6uf+75EBNCFg6Kli5zQRHf5AwU2MA19vwvOvljIxBjGCb0UoxI5BNAlpiKRIod5jpdUr6zgMsfCic9bZ5frcKL4bBuGIj9YdsKShhACkDN/S4aR2F02Zr80k0BbOe2l1Ox2O4JCFb8xLmXevjsftBzpVeNfyXlJvZdA6StHlnCl+mc1m8N7BrEw5MldiAEwSfqgpsSAE2qUdHc2xs8POwdbWJo5mR+Xz9n2PRd8zTqMig9p218k14zUeF8Bj4Gv8VYcC1EJXf3mqrhoScrXylQBSZlyiJKFi4qkpAAoapkHIgFWh977YYly7dg3/9E//hNd//hquXLmCw8OD0pIBgKtXP8SlS5fw0ccf42/+9m/x+JefYNAXzsaY4KofTidg6AJpq0e/rDNovMdsNsOlS7/DwcEBzp49i/P3n0fbttjdv4eh78kPdL4cQJ1RO+bVQKBeb2xB+aoKC8fWTdeFWX+SoOGPvXd9/7J4x76yFkD1b0p1DNQWDVt8VXihk2vUJsZaK55oNE4vczBTFp4FJ8kmE+HaRqp1BtrynqwRtaorU0q8b9gOCZzXOpl08I0vbQx9Hm3blEvHmJFYI1f+Z0zkXihvpYhnhh4h8LWYKFTTXH42bdvTykOl9OQEjf+dZfsgqbmrKvCqsCDDIMcoRu62JI6cqkBxDtu5wiuUfaEGzn1QxIfvcbFYAAC6tkPXNvBNwwAYmEzwOcm4TCs2SlJw6FeInE28WCzhnUcKCbPZIRaLuZhpi1Fs1ATcCa+LyY5LGfPZnNWqtHNo/yGXSjH95t/H2CMCsP0AYIbFYsbPrDPXhQrgnUNu2oJgWGuRrZWALqKurEKohNYJjaRtmVwI2qMomiqEbZYWmQg3YuzLGYOpqDsyrTmcd4h9FXUosklxlpVE3mMQdWeZ2+43cGLnBO6//zw+/ZSCmf39fWysrxc+lDE6RaTyGhloq22Fc1LMQCyIrBWk0cBAEcpc2ojHgrUWiJ8P0nLAVaxA5EItsLhPnbPiZ8kEBRnlMxcEFJD3w7aVrtG4mGTCK0VcTsjGlm4S22pRUJmAoooGE9S2NSWxcnZU4AjSmjKgFjqqztc9yqk3VM5CUBKKN1IRApmoHrfaTTEYW5nxgsMouaqCDCbr9Dr0zqFOibEF7WGirSbN+nNqDFf1tKLIOWV6gA4D1ieTYtc1ngEtGR+fivJIhfcKMyAGtqkp8KyUFmfHql4jI2P1WXC/6TbReFvuF+HEFoSztB7jMeN95yz6ns+/begwEmPA0CeZWb4s952+Me6ZHovFEovlAv0Q4HwjjiPCy0xRkjURxQFFuDOIi0JKqdCI2qZDN5nAewcviZF1Dl7WmfePIOsZlROrxY1Tl4k69QqoxbXyeQttIqP4/OrZ7uXeIirN4QlKxwGyqMlNSfZ9Iz8nC49Tudvy/mII7AQt2VJGywkzbdtybJ8MLWHXtBpuKzpqJDcgV5xJslVRniS1RqggyyXpe2tra1hbW8NU9iJFUET6o9HYUXMknpGaFBZqlZwpFZkp6EWks6IwdWZ8RSyNMfDIgLeWbQL1X9KDJclZlqBUCCWZ7WmoTc/nvqy1mE4n2NzcxGw2w2uvvYZ//ud/xo3PruPpp5/Gs88+ixMnTsBai4ODPfz7v/8Yb7/9Dg6PDtC0Dg8+8AWsrq6g2Wvo0YURsjZqC9RWurR9srSzMn0MG9/i5s2bePPNX+HuvV08/MgFnDx1Etkkwu4xErm0wnGINGqGomGasHKcdkHoykMoPCBJNAUZFMtW0NrAFRL5scR8xFvUL0UkCgKRmZR7MWFWw11dY23HEum1QmLP5T0N/SAXEQM4lBxsLKz3QMoU78th9A0ROEXtEsT2JdPaIyMjRbXkoM0JW7vHR7PV9idY6QucqMmVqjKVHwmjawvhylWUUStQvSWYxBDRdRJQjiG42dSLq1GzYioJFG6n6eogAZMJlPdNSWKNIiRygQdBjo31nISR1EpIEmNHu48cOdUm5YyuaeA8q9UYEgZpNaYc0TiHyWRSyObGegrHXCXr006FUy/6fikJ0FAtU+TSSEntl1qkbOBgYTItIHgWEiD7OCUG99Z6ICYkE8saKF+THEiDtfU1zkM2FEEZw2A7DANmMyL1VGqqYCQhhCVSclgsegwhwruGwcv6kjjFHKGz51NKGOSCMN7DNw2sFaQx1S4CYOBFjGAMuUx5WYOdVeFD5OduVKUvycUwBMzNHG3XYG11BV//+tdx48ZNfHTtGt55+21885vfRCvrWtW16pvnUVF8j8qHqqa7UUamkaNnYU1CSpWnOH7dxpryOor+/0GLWoVQo2JJUXAi6eTfFXP0UQzU3wNEuebzOT788ApijLhw4ZEyfjQH8Q40XDNyhpN0CTibWceb6etp8uk9W3zOEuXr+wGIKmxhQuCsIotVTEQ+F4snqzF7VKzruE0dpVaU5JD0KCdpOUpSBfJ6fc5smeu9ILY7QxgYk52lv2IfYW2WIpj8M40JUSlIgjRpfNKJRJPJBNPpCj+jyUXoB0G79RfHYVI1H2MErDolyNhY6YDklMSyRS5loDhFQMAAWSWoely/mOALOiufma3Jmhzw32lRF2ChgiuO8vXeluRO901OGSEy2cp6BzqHEJPYcElcTR6D5dzmnIVb2LRofYPGUfE9tgLyAIKJcANpCVnqXr0j9F7io1WaBBMnpiYKyXwOqNF7TRJHpV8oR7d0Q5zFMFRgg8MGGilqyJcMMYh/phZ2QEymco4j0XYd/GBtRraAMTrZTpTsUSaTKf9Dupl87nTtaBoP17AAySIqo4NEQnbMH5zhbOwWLaL4xxJEI8XvmD4kyR2PUQFrjNYypcsxjhEcK8tf4yEa/DXmPup+Oh6nvPNUsYVEtaa21Br1RfO+CIyp1FqizKkEkwGnY3Os5RwTY7G+voblconXX3sdL//vl3Hn9h088sgj+Lu/+zv82Z//Oba3t2GdxcH+HqbTFewfHOCjjz7Cm2++hf29PZy//350TYtZPuKipwTv/tCexsgGDKm6tzsnvo9ti6OjI1y79hHm8wVOnz6N7e0TMp5okHYhRZ+QrBs5FysS/Vl23GJOqQSYlKket9IKzplelDqLs1ibmAr16pvW7lA5tMeSnzpGEVKp67QGGAMr660WKxpNmNhFIktgRcRRjTIdwBznokKen6I5VlTR5ClxI4/FEyhoAlvRuoGJDuaykZdLzqRWvknSBEDU5vysvHhpJCsHHtJ+trxwwsDX9d7B2QbWslVkbKZnnaO3XugHwGRWcsZIkqZwvFzmTk5RBmkHRfDRyVSTFrP5XEb+uYJ0OS/8yRFyNAzS7nCmIJ2z2YzUhxxhjS+VsYpGnDEIOSOFhCFmND6RepAALzynELg2XqYFJRk3aWDQ9xQKKDKpHKCYIkyy8A05YEpsd5Y2WHoxlATFANkC/RAQlwNiDMVCSdXJRGwaWMOEeOjnvBa9w2w+w729u9jIG0z05MIvBQ+oSOXoqsp9Kpd6roEtpkQLHkHem8xnOmlbhCgFzCiAKecqpcrNVNV/4OKRs9xXYQl/MArqvL19Ak88/gTeeOMXePedd/Db3/4W3/jGN2hrYaQVLJNzst7S5Yv7lOiqfCaL0l5VDpTJHimHwsUtAdtaubBs8U40grZYbVUii6tEZoGecykOAHq5Qp6jG106OmhBCzdFVebzI/zmN7/B7u4u1tfXcfrMaVjnkUMvZ1AvBxlbmLl3tHBThAUmwWZX9qcBBLkiN9TCAIZ2WV6oGzX5quLDqhytxXlGFieKyDNuTPm5KdeiT7sqBDeZOFCl7BAGok2pISqtiboXZB8QwZ+gcdqOV2QzRZrSFzAia6s2wLkW6+ub0uYNwiMMyNkV8AB6D4UgfsQZMI50L5/ZgZFnY8SWJR4rEDLPnGXnJyZy+pRTOIQoCZaBMZ6/5JxrgaVFd0W5db8a4f+KT6/wIrtO+YoyYlHM3TNQXsMOtoAp+lz0TGVFozMTpZQiekH9Gt8CYB7Rtg28a2Gg4jqxJIos3pu2QQNHwY0zMFGT5SrOQwbV08aAYGvlwgMOY69oih4DMhIM2HlYLBfIAKbTaSloEtjxMNYgDFm6ElZU1ANMHDAMVtDFiNIMNBDnDEGrdUGMIS0gBngnqnBD0/wQB4Senaum7ehVKuBDkNGILIQpvskRMELryDLuV0U+zjskZOneCFhmHafAaAYu+7G8u9HdT3qKk/tY43TdO5oeaL6DUS6kscznnLAcYjG39YZZZ9uyBanVd9dNsDJdwWyuo5SY2EwmE3TTqfBAlhhCxGRKUu5H167hZz/9KX71y1+ibRo8//zz+Po3voGdkztYzBew1mLnxAm88MILePudd/DJJ5+WakUNrDUxjDkB8MdHI+Vq/ZESRRE056Zq1En1Q6d8i1OnTmF7ewv90BfIWvlwyLUN7ADkMZJlwMRS2oqKnilBmm3uXLJ/ImlMoPXyqzxMM0ItNeBoIlXfx/FWlh4S/dkjMv6xirzaEQEohupaDOi4O/0erTB00ouE45JAQ5MTRRCl4uu6lkG78WKsi7oWiizFCEAd9lNpqbFtO0DH2TlbPaU0EOgnIjopgpGmFd9HwFhZO0ORzrLv4bzBarfCf7NYSvtAk6a6TlQsmpKAtW2LbtKVlkSIESbWCT7eV/SBzwqybxIshOuWEpbzpYwLzJxeIO0s7xxyy6c4FPV/EuWxmjyz8hwneURw5TIHK//OdqWdqgGAz4jPnkGA7UBFEql2tHLhSxvOssJWLqG1tsx4hgEaOfcwgqojIeX67GJk1czReBk2Zegs18bRbNjGoZisQ6bKZEmGWJgJemhZleqe8YJoZSMekDEV/lLf01TYeVdU/npMFJWzQnsYpOjIWUb2QQReMaGVCSPqhVctXyyMeO3pBaHnWwNx5SbSpsxkA3gx+kcuZr9EFfne9Wzo5aviBBU4AEDSolj+DflUisjpZ6WIrrwjuSiirJOOHjNmKJSMYRhw69YtfPzJx9g/2JcEV1wfhN+r4sKcaa2laKXNTlwHTHk95VRpLBtE3Wt9U+MQUM5LjBRKOatj5zI5erki92oBZUxNkMcIm3LQtFgfgrhXKGo9VO9Cdfqoe0IoEcaIEXZXPAq1k5Ez29HDyBAZmZOcFsslaACvqDrPSBwCkm+OeTiqDQ45xYrQUPSoSSVpPBSF6l2nyK73yhuOJfbVzkKqXR1xtiAiWC97K4m0F3cFJiJVvDnEgDCoiIIJo6KKkPVsmlZ6ZfSlXQ5LFrfO884rcI3SL0irofH5UPZRI4ie8+xWOSvDJmSNVRCoHS56PUtsM0RldX0GGSbhXZ31rc82hEHW0yElW6hO/dDL2QMWyyUOj47QNA2N4yEFSYTwPfV5CSdfphypR20YiCK3bStdkQqWxaBnTgpHxSc0Lo3FsynBeY+m7dA0bdkzy6VOTAKcq3dAzhAf21yeJwApNKszgKKuWmwW2ksi3cVqt2LkQqFnvvgoy51mpFMSBDziiOD6vPXLh6QeRWzLuIJwWdy9dw8ffPAB9g/28NAXv4gnn3gCJ6YncG9vD/sHB+i6DltbW1gul7jy4Ye4/P77yDD48uOP48TWJpAzptMOZ86ewebWFp58+imsrq3i+vXruH3rDqbTFTz26AWcOXsWJ3Z2hMcgAdZawLFNTiSttkLLzFQJoVnAbMdSAN5adJMJhjDgzp07iDGi6zpsb29hOpngaD4H+TDS7jVARMYg0zFsDGiQC5csmWr9Aq2YtfpFJdyWBNFaeKkmmHPWprS+jtz1JWBqyFVOh6KExhiOEpTNqaKgMVG1VAkxIQuxOIOXQBqZqRo3QhdF7deHAaEPJII7WwfYG7VXqegH0WcrpGyU1ni9eNTjT+aYGhxDba1hwpICg4UXX0/nW76uJCVR1HbkgzH5sr5AwzCSaISkyCErS1W5ZUAmvmQ41yClQD6RFeujgXyhtmuwujrF6nRFDgpbEuU9OwfOJ5ICIhM9dh7I2cJAOCG5igfY3gSaxgry69F4fY2EEKyoAwekMCBlmm+XloPVCTdM5Nk2IFfPN14sU2llobN1GxFhsDMi3oY5C+It+yInNM1K8WQLA0ewWTHxNkDhbjlnRdHLS71pW6jCzjmHlckKViarTD5CUA0ibWIsEQQTafCurb0YZJ5sjsJbFSS4aTkrPNVf1lq0lihij0BlbJZ2phQ7jW9o46QxQ0+PngtkUTYqMZ1efMMwiCWYKRW1070qo6i0EIUm39aNzpqXQC2XZoKoUbWVFculot0GJuAsLpVyoElE4UoLipYNjbus7L+xB5/yGLWgM6jIC0Of2IZFRf8TR0wOS6yuTjGddjBgoWwdRVtJ9poBtaQhJRiX4K2HNx7KiXKuYXKQA8VUikAY9bVVH08q+ikqqnHSNw2apkOM/Owx9+WSq5Qb5VTVGFnbZbQ+ZCJaudQhDohpgPcerWuZoHpT4g2fO+dye98gpeYP4nXOGX2/RC/2RcUYve+xXC7kcrbI6MpzSzEXG7Ty/mLEchg4yctoeh8k5uSC1moSrl+lGE0JMfTHPp8Ka7RgttbAO8CJl5M1rngca4fH2qq0zZm0A21t51LAqeiJ4g1rLZLlaEntnPF8yFnwHpOuBTnR3G9R26vldbLcWxxg4NQmLpniTal7wjnAJb5WChHRRwzRwmWD1noERCTnYWBE+CVzpSO53OxCuZJQ657U9nXjW3jfSKI9wDeNqNW5x63ysqUrp/zvYQCWywVCGEqukbU4SzIgwxjSgXKmZY8j8kgBloUR4RSPK6ldCRm2YZeu6VggpJSwXA6Yz8nDrnco9wO7AVYKp3re9HMqHckYRx/jnOiQOTpT4KOW+1zEYZmCQ2uEHy0vTMeYCOU5MwFWDjABDJ7HCG9QOWX1kjew3mE2O8LFi6/jzV/9Eo899hiQMr76x1/F5voGckyYTCdABi6+fhH/9m//hsuXL+Ohhx/G+fvuR0oZp06fwV/99Q/w1a99HSkDDz/0EO1BFkteeA3Jv4vFEv2ylzaJCjly2Yj6v6wXg/DKjDFAYtB3wvdBZCBrmxbz+RzXr3+GGCO2traws3MCvmkw7O1LMHDiHU/lc9t1RDNinWHLJbGaLxYYWC+OWnnpNBe2ORVRHHt8ZSgXykrVE8uhPc6vGllYZCb2qqq2hfhevfH0QqlzOMUqYjQPV4sBtZrQdxVCwOzoCG3ToptMqHp0gvTqhZQFqpc2Xo6EyUNEIe1qi4zk76rMHKNjBoZcMkXJIMiCCRRVyPvVcs06W5Gt4r1FJDXEIGIBVswZDP5KaDdAsYkaIpMG55yYqCdBgYjGxaTqN+43ttoaJlJeAy/7B4rkqYcYVd0y3UKCfCPWQiFEGAyCIgRp31t0or5ToZneIco1ZaBEQeZSJCJirKPqsfgG1tmx3qnXVhS1tV5KI5so2QMAYGwqSVeUudFW1Lm9JDbOOjho4sT3652HnU4LD5G8tIaJbAiIgk411hblsXJKU8yVwwoJRlk5vSgJm16uSdBCjQc6jcJaK9NCMpy3hSSuaJgm8Na70TpkJHM8YSgFqqlFjxn9fsxz5jqFEh8Z+Mf2M+LO4Osay8YXnqctbbdjxV6JM1KIhoQQI7zz6FpXRCB6jkKMQIyFzoBcedLsnvDfxhRxeHSIe/f2kDNw//0PYGNjS9p+KuAxsCYBTt9HgJXkxjdN8d/UM8kls/D+eHuOzhwyBSQSTWXRRl5f09JTURP4ccFLtFtEDdkCpiYsiqwkQU7K9426G8awa9G2VO1aa9G2UkAmYLmcI0URNnnPLkXUDgvK2uYxTARSG9SyRAVpTdMyIYa2A025WEuMMwpmqIhJ/77SkTgS0BTVO3nWDZ0Z5O9k64zQcEYrCmpsuYcKkmSqcMQYWuAE3Te5dpjKPgpJFMmhmPIzyQklHmluoCJIjnk0yHko3QlFx513Inyh6DLK8AS29KsuoQpbCLpQ8RsliamdIS/xNycpkoUjrlzFFDN8AxbGudoT8V5l/ISh/ZqxDk4EehajM8OHQ9pAVlFTL4rwKDZITPa0w6oFQgihdGe7ritnWM+IlfhHw30xnm88vNKphoDZ7Aj7ewcYhoHOJpbm8AQnuFfruF0/KiTES9TYci6AitYj126mFpTWqs2WKcNWjPOyh4HiM4k6r16pN7zH6x4HDDxAGFoTH4AZatt1OHv2DLY2NnD3zi5e/Y//ROM8zpw9g0cevoD11TX0/RKX3n8f//qjH+HVV19F13X4xjf+BOfOnRW1aMa5c/fj7H0PYAgDK3trMOmmOHWSnnEpRVz63e9w7epHsMZgZTotUzvG/CZYoKjNhERsZPOxlcJDbKJa11jcuX0Lly9fxjAMOHP2DNbW1mBgEAYVIUhVJ2vctA1aNKXK4gORqRsZDJAFcazJYTngkr2rbU8JSgofl0OcK4dqFFjGv+cFw8qTZPNKho8SNAuXJWm7SgxVjZN2ZE0wrCRZGCEtWnnr98YYybfT1w1BUCyDZHhp5RDK5VsoZKOAUDlKapx8PHlUOye9MFMAUogwXkRZjSraWKmzrdhwEk1KYnOQyrPzxXA5YL5YIAwBQ6CpcNd1sF1X1hM5wzVekiyHGDIOD2cyPUgNdS2a1pcWj5qmalBQCx9tw3vnEZ20hq2VVoaTdhMTTgNylFShrCb4SSrYEIaiHrfSRswxSCLHAOR9I0mJKX6GtLPhemST4coIQlOQKkXJDYgELeUibNoGMUX0iwFqvwHLQByDJAmWySuiKc+y8R7JaluVRHPrGqJtISBKcNIuQYnQGcLL4wXDlg4Rbqr8kyQ8FK7RcgaSxJA755Jj4LUW/dAjxYhOvFpXVlbBqSFMXJZLg4xGWmYWw8D3f4xzJ/s2jwK0CjxyyOVi1PYYC7KEGGlRUmKEfEYrhPMMlIvGC4qLLLSYlAoaqedIkzgAMIkCq4x64Rt5/urfp6+tRWAMFPWRPiPUikz7qfWNDTz55FM4e+YMtrdOoB+CFKxqw5TK88ql+K1tc+c8DBInp4hvZAa7ENbyeSi/3RqLZc+2YN/3KDO1hbKhfFeNXcVkXe86EMlLwrUct5KRBY31DjaJiwEErW+SJA8RbUua0srKquyDpXQvxO8wKa/TlDM9Lrz1meuX9x6TyQRt00HH8xppEZPWI3eHqJgNgDwaHmEEeTISNTTJ0dY1IHPfOw5tUAEHE4TaXuT5UXszoq+MpRZGErFyfyjQklXxTC9I5z1iHMq66uQra5XCk5BiRuvFGBt1uAIAzOYLicE0JVIFejehYnpluoLJKN6GPmKxXGCxnHPfyThK5a8GcU5pnIG1HPQQhoQhBTibSivewyF5tpad9WiaAcLAIsrnKiACA5herZGoB+h8U7o6yOxYMann+lLg08CMpuUQcdTUH+X8KUKbUsLQZyRf7we90LUDxvdvYLS7ou31IeDo8BC3b9/GwcEBmqbBZNJRgJqFfpcjFssBKQKdeCSnTC0WKQDkpeaktJCExjspgFI9VBnsXxQ7vFwKdv2zfpFuUGOO0jPKGQHjRkoRXpXTpMZy8zGwBpw7dw4vvvhtfPjhh3j5f/9v/OQnP8GpM6fx3/+v/44nn3gCVz64gv/66X/hzTffxDAMeOGFb+H73/9v+OIXvoDD2Qx7e3tEEBxbVl3bwnmPfpijHxY4mh/i8uXL+NG//gjvX/4dzt9/P1749rdxYnsLw7Bki0GQGUXuajUv5OkoKk2j84RrorK7u4tr165iGAZsrG9gOl1FBqsgk2v7l3E/w1vUaqjYsdByImW1cpCAKhd4MaCW6h+SbPKfUf2QR9+n96gxnEbH/1bRQifIkF4q1lpRKDZorCq2MXqtXKavQAKJlaRHZfpKRNetotygJDY5XduRi6eEZN8UtKigmmBbKyeOEjTWoGkcTCsJjLSJ23aCMts5qz2OJIwgyjqEgTyUvi8JSbnIrYW1DbzrkazY5zgn5qip7IESKJK0CqJA/6nH4eERUVq7DWvHFa6honnKP8eYMPR8LzFENG1TkLsx30kvOWSQmK3E/UTUldWpw/rGekGCODM2w6DadhhrwII3lvfFkWsLTOwUXbHrUJN5rp5zFm3jpSWdJZiy1dKnIMXSUFB5bbUh1+QH2aAPA1xipTlpyElLeVn3jhQ0zgDJGvKojEOOg5iRe7S+4ZQjY4EcQT8rnXAkiayR4GwFTfFeWrUjpR5QLTYAisCEbE41bCg81BhrYROGAGu1je8KOjydTpFTxrydl32VYoJpdPydGMlbwzMpSaJ3qkLXgCnoP9QOpyYZJbkdiRqMguemckmR8zEOsiadpXU7QoE0SSvFmDy3MTqMLO3lPPJFlNdn4cfL2EuhQVK+Qdt2WFt9GCd3dtC2HbpuIqPqmNSrR2VJYqPw92JEMKHEO+ssi4cgMI6gEBBE2PsWrfeYTFpMAu2aZnMHFaeMR/xRSMfCq4RL1DtIr7GcSTcx0r3gNDKUZ6OTNgoakkmRaRsP70lX0cK5GIgrJzGLY4J4f8KQ88ZRrKYg8eqIoSbiQQppnnEvcWsAcsLKdILV1VW5ryvdSOO9dQ7QfWNS+aCKWKZIxwr9uWUqUkpgZ1gKk/JeeQa890XlzgveQS1l1NLFWpBvLPQPta5xxd1BOY4Y7UmN4ezwHC4PMV+QLrO5tslY2XisTKawzuDocL8mLFIURxn9aJ3FajOFNRwLOJvNEYeAOATkEGEcR4967+lskhJyULFkhhW6h20adN7DOMvJOSGCVCJbk3mJnSxqdTBELvefOmcoSqyOH846uEntdFIbwbGOwzCUPWyAEuMVkXaCpltDGhLvelJdtHtiYOhHG2l1NQxDme7jhR8cxLJNXVloezfAOY+UIOcWQK4FYu031CfIc1X/nsrxBHVl0Xilz1djU4wEEfTO168qojPQu9prFaPVIT/AgMPDQ2ysr+PLTzzxkJ0UAAAgAElEQVSBb7/4Ai5duoTL77+Pf/zHf8QDDzyAnRMn8M677+Inr7yCO7u7eOzRR/Cnf/qn+OqzzyLGjNl8jqUOHHcZbdMiuojrN67j8pXLuHf3LvrlEr/61a/w1q/fxN3dXXzzm9/ED/7mb3D69CncuHmTB56hAdXDK8NZwtElUJcArRc9L+ujoxl2d3eRc8bm5qZMxdCVHS+1XgzKGxJbFgmcUNLr+PloMFeOkiGnrVwmxpRXHyMHmtymgpVnohSlEncwjhB0EnSC4hFJ67XELZ9ZLiBn4TKQs9hZGDNCJ/QyqSipVk3IKH5fOvIup4Qk3z9GNiyAZKgQdg0re2MMjo6OsLe3B2RgMpli7P1ELiXtL9QDbTKZYGNjDQcHB4L20TNQ3MDYWrAOzgpfMysCnKAKXoXcteWkm13pBfUZ6OUnl4Bl67nxHtPJFH0zYDE3SE0ieuKdtKkI57eNOAtIMcGEwBf1pLa92qZB2/HiINoiRHJFLwyrdwZ9RanJIQvSvjTCUdI2n6I7gCnIIzSRSRnGZZoex0ieYdbLp+4JSdG4PwVdSplVL7K2SG0ZMaU3XYoR2RHJDDGUIiVDrJry6LNBUU5fgre19FG1zsHFiGgNMoRXp0hbSXVz2bNU2VeOVRjIQQpxNC5NJsI0TYtp6VCEguC0TVuKpTHC2HVt8eiT2Ik6zcmMzizXRENnPWdqAXK8zZxRi1AA5Wfrfw+IsONwkGoBpAnVMAycyiPFond1VCZAqzDaSuXSclTkShNciiM8mrbBYn6InDK2trYxmUzEj68v02jUZxZ59Dy0uJVi1JnjbXINgc7RBDsLzy+nLJ6MQMwUJRnZs+P3WhSy+JxgEKYouZmIO2Q7Qj6s1fKC+1f6TJAOgDEGXTvB6sq0TGgZBpn8lKvosWQ18tmz8k8B8SisMV/jifeuUCAKlWXkLat2PSsrU6ytrfGMZkXqKtXBC7UjZXrD6mhZa/j3Q5AzZkSgklKhGlmr6zRKlOWzqLBQv8oeNlUcxFiZCr+U1JHKQY0pIvUyPs9gtO7aWUvitxkwXZlSTCgTe9q2we7uHbz51q8BGEy6VSLaIDxmrcXKygrOnD6NM2fO0IgeBrM8p/VPy46B+nDqvhgbvTsLAUMI4FDY18vdNikoHZKMqhVhHMV8FCCOPZ81byAfkQhy47yg4oB6U/JcBiyXPWIIaLuObiJdW/iVmjfUxFGV+ZBzYAs1LWflhRJdXV9fx8pKksTRYD5fkP7jLZyo61mg8Mmz40BOp5EToUCQ/pucTbkfIe+D8ch8bo/g2J8pCqp/n4//i7KvkjxTTyBTvKmkBospYzZfYvfuHk6d3MELL3wLn312Hf/wD/+A3d1d/PS/foqhj/jd736L31++jO3tbfzVX/81Xnrpu3C+wc3bNzCfz0tg0PbeEAPe//1l/OQnP8YnH32EMATcvnULu3d2Cym/7xcIYpzJYesURWhLJyVWQHBUkR4L9kyleWEag6P5Ee7t34MxwObWpmxaiCdfBtuQWawkWLlw845VxDyEJhmZJ81JLmrJ46RiERNHwFi4YrgprQ9fR6NF3eRgIlamyYDfzs1s2VJNgJfLP8VAoZD4BRpIYmCN/NkISiUm0zDFAFyRGfVmy4loEGQtVHEdEeRSUyVyhDFOPMlC3aKi6vZNg8Z5XH7/fbz285/jxo3rBd3TgOW9F+XyBJPpCra2tvDkk0/imWe+gslkAmN2sb+/L9UboXifgbahDRSTNm1bUd3L48hWWxhk8oSvSIxOyZhOWiinyjVUs4V+iY8++giTbooHH3yQ00K0KrC2PHt+frZ41tbWcHR0hLt79+Cdx4ntbcQYMZvPZFRYQs62cAVjjKQWOBYwoQh4nPBDByTnyBXL9JVrfUOzbGvLXtLiQTsBAMgRdeoswGTWOJncg2pmrJWzIiVs4Q60flj2iEMofnVFyIE8Ms0e0DpPtWwutRJiqkRxbj9OYEiGra6YNSnM0k4Sawug8HZgcrlgSUkJaBqPrmvEXkWCdqSJshHFVhF5CZo2mUxK0bNYzLFY9EgRaJqOCLG0RjWhtNZJy0lst/TiRK6isJxLYqeJsVpTZUFYs+H0j8zsX/5dhoNFtkxrdFJEChSDGUcEIspraYKSMvmr8/kC/ZK8zbZtS8ILZGTDoioI4p5LIsTX8JbCsK7jGZvNZnj33Uuw1uKprzwNZ+jZF4qdEeOOF7Ki7jErHGDo7pLLZ4gB/SDWTc6BQjQrIw4zcgoIKWEIPVIeTf6xlkbIUWaxJ/XA0xZYRYLUG1HRFL34kyTLTGJk1CJIa3Hewkcmir6xpWPCHEETUb30cnmGWbi50gCAyShnxInlFyzXx1tan2ST6AsLoBHqkJ71nDOatkXXdbwzssa+BivTFRSLpL6X9+3RyKx4ayyWi6WM8swFJFAfyDFaHQIFWCwqK0XKShGtJuEACu0mZ6AfBjiXSmym0IlJb4gDhj6U+6kVMIB+gQ2MW0VKpAzBGExXVuAMLdsmkwkygKtXr+G1n/0c9/buYWV1FZPJpOxfBQVOnz6Fp5/+Cp546mmcOnka1uiknww4ixAT0rz/A7cB7kHy+USNOYpZDk2r1ko0bwiBk5uQgX4ZkNMSMQXhTLKossbLWGKQAmcN6SqZsUaV7joBSRHGtm1k4EWDMY+fzi4ycrC4qihiO0iMyyOkjz+z6xrk7ErMGwItBwuKDB0HWe2pYqwFsjPgGZTuoUmSq1gBu+T80ubJlTNXuqPlS7uDEvP0e1GRS/2z3pWeXA1UL2/5FULA3t4+Jt0Ep0+dwYvf/jYuX76MV155Ba+++irefvsdzBdzdJMp/uL738eLL34HG5ubuHv3Hg4ODkZTRCAIW4KHx7kz5/DVZ5/FY48+ipwSfn/59/j1m2/ixo3ruPjGRfzP//n/4H/8/f+NU6fPYDqZYDFfADliPO1DrUyUo0LYlsFCkSZj6IA/O5rBGIvt7W1yHDURHC1MqRIE/dDh6xDLjRx5SL0dL6ZU01qxSxWs3MXKhzEjKxqW1DqU3ZoRGT9rAgupWB0DYJI5mIJGHn+QghwK4qFtF60SiS6MLE6OcTfHlbUtnL7CxwRqEFIzV8e2sUL2zhhMJi0O9g/w4Qcf4uNPPha7iwYlGZZWe7F9MAZXrlzBwcE+nn/ueWxubGAYiHDHlGDleej3Kk+HfPA6zUfBN32e489DorEVrkqQCq9B23jcvnkd//HKKxiGgJe++xKeePwJmQMLmfGc0cuF4L2nQ79z+ODKFVy8eBGnTp3G9777XaysrGCxXCKnvp5BQbKVH6SVPwnjTOw+r5D13sM7i27SjVr8ubTF3JSq7Nlshnv37mFlOsXZs2ewKcnrYr6AF5sJTQT1/fB1BiwWCxlbNcNsNudF4h0m00kpkCgmiDg42Ec/9HLBuOJ7p8mOIkz8IZrIOWRoa5M8wKyFXNYWtfqsidGz50jAKKIka3U6kUeMNeFVhGXcotULic/ZQPltVEKrSXwdLTe+hKyribkm30ot4X5L5QyOvzeLSj/HDKVdGAhPTJBktlNp6VO5jxqaj3dFgFzimCaI9Ustm6LmruWcAtIGFERWL5lW5jWHGPCb37yFn/3sv3DixAmcu+8+nNjeriR9q4gqFbkGbNdFxFLQmmzrWgFA4PPWz2QhPGivnSC236okpAqIsqydTszRC2Z8+Wu8UvTcSCtbx0yynWsLIq+R2hpyjEMIODzg3N6u7TCZUIxjIGbeIKqk6GaNF1b2T5QOQoZ36uMpMbpwvjleLquq1uBYcqdTtfQzc4Y2RSchcOZwSkT1mqZBBn0infUlwS0dL1Tzc51T3fc9hoEJfCNCD55RXygvTJptsRtK4uYx7spxIpYUx2VPZlokiWG3fllr0RgWWo1X03SL5ZIc5Ol0ijAMODw6wr29PRwdHeGJJ57Ek08+geWyx/7+AT759BNcu3YNVz+8it3du/js+g382Z/+Gc6dPYs+rCCbjCg0AZF2lURQuxhOHAC0oMxZuNWmqp5zRPG91KleGSxwU8yINgFGRlYaGbeYLcWJAJJh1NLZPE6GbthkYQypdrT9ke7cSBSncVs7MQUBjezeshCSBNRYZJlS5qwHDD1PmxaA5Aj0+fS1gIo1jmlCbuT5sAVOP9zkU0E+K6XvuCBpTHHJ0jVyI2TaCehmP5dclj0kv/cG+mF1x/I3KScsFj327h1gY20NTzz5FP7yL/8S773zLt577z18+skneODBB/AXf/l/4G//9v/E+fvux717+7hz9y4W/bL8MF7sYjxqEs7fdx7nzp1G11Gl9dG1j/Djf/93/OhHP8Lvr1zGf7zyCp595o/x0kvfxep0BXt7+wx4BsJPYsSmPxHKYmiCeiz4ikVG102xubnFVrW+hB5+eRDZkECdhZjqjFqtUPPu1Nokc65uhXdTsT8xBjBOibByKCFmQVmZC6MqWJMeAxixZCgtGfCSTjJ/VfAlJgb6IJXjiuO8Fyvfu+xpX6D2Jzx4qXAX9TJ2zqNpHGL0IP8ol8ChVU4UtZ1WsTmx/da1LVIKWCzmOLVzCn/y3HO4cOFCuQiMsYgiWDiazfDLX/4Sv/n1W1jM5vDW46mnnsLKygoODw/R9z3U0806C6cIQ6a5t16gspUl2fWjZPJ4laSH2MCImg04PDzE1atXMZsd4YknHsejjz6C6WRaqjGAJtStN8LL7RCGHlc//AAXL17Eww89jJde+g6mqytwB/u0oEFV4coPrgEto9ggReHj6r/VCU06ZiwlSqxzIqqcJdh473H7zm384o1fwMDgL/7i+3jo4Ydw9eo1/OQnr+Dg4KBUxVXIQQR/c3MD586dw8mTJ7G5ucF1mi+wsjpF2zb48MoHODqa4dy5+3D69EnMF+SBqWeatk7tqCU2hAEWIsoCbTKOZkcY+mWhDjRde6w9QuI1DW4nHZHCZd/T7Dry0h0n1rAGrnEwTs6pJIsUupAfpGpGLS6O8Z9HaFDZN3Lk+P8VydFCUs8WE05zHBHTKQsy5jHKOWF7n4kTIMitNZJgS3vRoFwsvDDEVmZga7o8OyPEc/lzea9SFDpnRkK2BPWJpThoisVigbffeRf/8Z+v4LNPP8LpUyexJvO3acciBtu2JkbGGCTDLlOIg6ifecGNBR2aNOaUkELgmEJbmvkAJPFxjq+HIEidTKXRCzX1kty0ZXoHk0/I+gYW1woKSKIbxWosJvpb2mwAR8/S0A/Yu3cPMWZMp1OsrnZSwLawxqLxKpyQZNkxzlrltJskFB1tsRtBzKVTkDmVo3UNhlT3ioHYfmXSTjgJyiJC5SkWYQiYz+cS2zx80wIZnCU/9JhMpuLRKsVOTGKxYkXRWycaadJUOa61mFLfwzLZRy6RkvTqawjPTs3eOdGGMajr2uJbq7Ek9L34IDs44xBCj+WSgFHb0lUliu9k103w7DPP4Ad//QP0fY+9g0PcvHUTn3z8MS5efB2vv/Ya3jz6BXa2tzD51vNYW1tDSD2OZgvScxqPthGvWiv3ZQIyhKaWAAOLxrfl/ek5SSkDkTPUnfBPYZjAl/nnyh83sSjzjd661gqwUu8+vYtQ+NE6EpUTsDRpVDHpuLi18nrKb1S1ci5iSwfrGsA4QUNZdIYhIOTPJfWSUms85djCBl7oTOoAYHlBF3407z7uTevqPQmgUGwAw7M0ypsY72rBUWN4jaWeXBdNuti6ZeBlC2LZz7HoFzh9+hQef/xxbG5uFmTqzJmzeO655/DYY19CjBH37txm+y5HBgVjyzQGVti0+Ogmq1iZTrC2uoqzXz+LjY0N7O7u4tNPP8Hu7i5+8cZFPP30Uzh1+jSsM8i9WjdAEqNcErssqQ4hW1PjmDiq62dXhECrBGbblY5dL+tcRQyShEGsW0ZAiyy+jBrKdV5u4e2UhyQtElTDTv15KG1u2ec5C3FazTzltRVZEz5WNvL5ys8aJaMwyJYtsflshmHZo2taOK+tgUgo2taLUVEj7z10pBKLEcLorDLF6NdqQsEN7b0apgacP38/XnrpRXz9618XbsiSRsYSjGcLjqr77Xvv4f3338cbb7yBBx54ACdPnSrI1nQ6xWTCcZGNjGoMUk2rSa8iThokKcppi7IzQzkqoRC0s7yH7e1t/MmffAPIwKOPXsDKtJPl59r6pkU3XcG6BOidnR3s7+9huRxwsH+Aw8NDeOcx7SZovBeD1GqbIidLCoRxQsKL2FkLIyay1o6I6LITbRbBlbNAptLfW4u7d+/hrXfeRj9f4Lnnn8PW1hbeffddvPrqf+LKlSs4VkDlysU7ceIELly4gC996Uv42tf+GBsba1zj6QSz2QxvvfUWPvnkE3zta3+MU6d20HUauA25RKLCbEwHCyKFWWktouhLcSAtIkTkhm1FK2eNKCADUYxJVKod+n7Ahx9+AFjg3JlztPpIGX3PucCyjEgxI6QBfb+AwchXLQYASTwRYxnfx+9TpDqWQG4kWLAOFBsV+SEGinxRwKAjKiuiIAHapBpU5f3JH5EjZAwdL7essXQUf6wUm8aQB7tcLIrno9cRZKU9qZZcyuljPItB271W0H8L37QwxuHjjz/Dz376X9i9cwtPPfk0vvGNP8Hm5obQhqpQRWMLTB2XCCR4R/9R7wx02hUTg4ChXyJKkgu5yHUKDqCtZPGFcxkpGkD5atJ9yRI8dW8yXiVw5jeL4qZteRZTFiQOJYnkQteOCCR+NW2LyXQitJWMxYJdgLZNaNtJTaRy5eJKBIdy3piMDzCmg/rXZhF4ZJ3+5Di1hGmA7ieuU1FVGyMIWsZS9vJywWEXbdPAOTH4BukcWS2+lJeeAiies5LEWRlzqvz+OpRAv3Qm+Xw+P/Y+DCDK9XoekJksx5CFupBgvUPjOeFFwQo4i6HvsXd3D/0wYDKdQkfGUo3PhDwM4qAB2shsbq7jxM4J3L5zB92kwYWHH8ITX/4yNtbX8Nmnn+Lq1at48803ceHCBZz/6n2CzM7RtR0aadM3TUNu9cBkvg8D5rMZINShpmH3SGkquj/6IZTuynyxwFLGFU8mQmtpmoJeascniHdwSPwVlbrlGqysNCWfUGuaLPxgQNF+UodiiBiWA5N1Qf1gcYy7We/VEVKfCcD4tilJmUlMBmPi/aVOHGpNZmWNtJDPYwBqBGCot6bzVHfXPA+Sq1QaVD52rnAMqS532DhxlE8iP5j8jBzlgFqZYADg6OgIt2/fxnLZQ+dJLpYL3L27i/l8Jh6A/LfeOUynExhYpIFtXOccnLFYLJeYLRa4d/ceJl2Lhx7+Ii5cuIDHH38c//mf/4EbN27gnXfexu3bt3H23NlyIas9R851niT97lgV64cd+ybqAim5OQwBbSdtVOGlWWvhrUEMotAuAV6RP5b8BZEFpCUlrQBV+ioSl4mulKpDODUw2uCqlYSVFo6ue4xstWkCilKdqHcXRsiYPrJa5RAtSQWhOTw4xHKxwNbmVrETUOGFo4t1udzJ8UmyhmJ+LP5ow2BkI0ZYW6exGMNKLYRQfBLZ8kxYLpc4PDyE+lxtbW9h+8Q2Tp48CWst+r7H4eGhiBY6bKyvY2NjA13bou+XODo8JLLg+dm8b4tqUWestsIrUhieqkipFkXp5ia0VliKYOW+c/fhpZdewsb6BnZ2tpBSxHy+BGDgMgBr0HYdWhHzbG5uMnFqmrLutE+YoPFNmUZgYDAMvRQe8p5LK86KmCsjJw/bqBcX1fLeN+Q0plSQNZ0A1I5M+YOMzvLeY21tHV3XQUc8njp1CmfOnBG+3wKLBedb7+/v42c/+xkuX74MIOGb3/wmTp8+i6ZpsFjM8dFHH+HSpd/hgQfuh7V1VKeKdnTMX9A57rrx1CgNDJRd28q5n5bKmKPZonC2MnKIZXrHrVu38frrr3FvfGcLO9snsFwsmKyKSARlTZlcdF1TBG7zOb0Gycnsy/QQ3SusV8yxoFftc2pCV1Eb4RoLQq3FITPBcQCFghnHEF4VcyBnpGzK943pH2Pqh1rFTAXZMGrbk6IonyNohVPfm1pgsa3vi3+pl9bn4eEhlv0Sjz/+OP78z7+PRy48IkXPAhrn06hV6awtCCYTMCmERgUPY8OAvl/K5Vk9M/XZKyrL3I68RBXuKC2nJJe2zvxWdauOFWQyTJPmoa9jTMvamVTacxpjjbFYXV3FdDoR1f2Avh8EhUqCGmo7PIPqUInn0ilAxh/YHI0FNfrzx4CAxtos8VZjEeTvB5nLrE4BOuZQ2+eTScfuDZiMGElu6ZCRADiYZFEM5wyTVzXpH4scdZ10f1uxbgN4F4eYy+fRJDUGdpFgchEtImcxoubPnM3mODg4QAYT+iSq85L8u/F4w+rmsLe/h0vvX8KdO3dw+tRpPPboo3j44Yfx5JNP4tNPP8Vnn32G/f19rK2tYW1tHfPFEov5And3dzGbHUoCzQJqZ3sHa2vr8M5LcUi7rpwjuq4lvzAc7zpMplNkAMthAHIWMea6CJSElqK0j9gghAFH8xk5vMZi0k3QtF1BMqmJMPQQDnQFSSnANOrZK+OY+wE6MUxbgVwbFTkp1USEO0OP5XJA3ywxxWpRSjtLPmudeESagBNwpWlkgo1zhQLCBJoh2UoiPSgNSJNrJkmlK2JizXM0LxmjkjXmjT8LY6QnmZdqWSvVl8EgyGCLra1NWOfxzjvv4Ic//CFu3rqFM2fOwliDTz+7jv/vf/0vrK6u4tvffhEnTmwV5ePaygpu3byNqx9+hL6f4+zZM3jooQvw3uPw8BDzZY9F3+PW7ds4ubODkydP4sSJHXz66We4ceMmZrOjkpgARGJobyCj6VCDtxEolzM5ZdubUfC3Mg/WWUEPWQVQ5k+Bi/UNkpULDvoiI78nRQdLy6asLVR9pg2KaFLxIquzTHN5OMgiYLFKrK+IL9m62kqTNlp9F/UyhPjfORLQC6ws7y+EgL39PcwXC/hGxsBp1SCHQRNGbmoZDQhV2FNsM4QBIVBRx40TkZKibB7WePT9UhT0qJcJTEmCFsslYoo4sX2iQMAl4bUek67D5sYGQgi4fv0G3nrrTbz7zjvY29uDbxpsb2/jgQe+gD965hk88OADWFtbK9YwGRm3bt7CtWsf4/ad2xj6ZUlO1tfXcf78eZw5cxrra+uw1uLu3bu4dvUqNjc3MJl0WF1dg2+Y7PWLJXbv7KIfeiH+A/fu7WIYIo6OjkTrZAUZnSDniL17d7G+vo6dnR00jcNsNgeQS/I1DBFNY7Ey7TA0DumQU4ym0ymcE76fq96XIUX4vif6G0JRD69OV+CleOLaOdCLjwn0d77zHfzVX/0Vuq7DjRvXcevWbezt7eHDDz/Em2++ievXr+Nf/uVfsLW1hQcffBDr65s4PCQvrO85Vq5tJ0gpo+saQZRaMfeVUZ9Z7V+IMKuIyILcwNJKsVbEVyLeymxvAkDXdVhdXUFKCQf7B/h4/2N86dFH8cjDD8mllTHEUC7eGAYxgZdWUhYfytgVpEH3vl6oqi5GlOIuKazPL0UMlA/mxIpKfS/N6DJkAU3T/ZxQJq6MX4uuFMruqz6pMOqxVhMsRctDoNBEx88ZtQ4RhS0NiQca7WpbzVo0DRPJrqPSf7FYgHYwq3jwwfvxwre+jfPn78d9585jNpuNRIoiAInVqqlp6G03hAAr3n3JatdJi0UmX8ahoGLjtckpVZGQnGsmEANgLFF5pyb65GwmJJpya1I5MoGP0vVJma+rxvr6zGKKZb+llGEsL8ZuwpGkcTSqThO/EJhI0h1CRqwK/ejzhYXGpToJysIZ+ksOgybDjMeajOWM0jHhDjBl+su0maBtaNBPEQr5xG1Da5wUEmxDxI+CS8is8khOFCBoHH1XFWmqxTvXvPEN1tfXpWvEYs2XZHQQDiG7bJq46KzvRpA4PcN6rrx3WNvYoOVV25b7yzoDqxpIY4pDCM8TE5g4BMyOFrjX7GP37j2srq3hsS9/CT/96U+xt7dHTnuk28md3Q/wxsWLeP2113Hjxk3+HOEqP/30U/j2Cy/ikUcegwFw6f1LuPjG65jNZjhx4gSWyyU1Ff0A6yzWNzbwhS8+jIe+8EWc3tkRRM/g5o3ruH37Dm7duo2YAqbTCdY31rCztYOTOycxna7ShN1ZrKyu4ehohjt3doteo+tabG5uYH19A9PJCpb9AkO/RAg9VLzifYumoeNDaTOXFmWNjWMRZRA1fRsT2gkBiJS1eCEwRv9enn/XdmjFK1M5iRzJ6jQLKsJXTuriHrLGqLYItGwir9pJgTEW243/f1ygFB6nyShMWEWvShA2BmsrK1hfW8WtW7fw43//MV75yStYLhf4wV//ADsnT+HlH7+MS5cu4R/+33/Azs4Onnv+eWxvb2I+X8Bah4sXX8e//eu/oe+XePrpp/H3f/8/BMEJhMmH6mtUD6EgbuCiKRE/5gQTDRT6SzInVueuqoJS0y9tGvHTY8Rh0S9FHUUSkyU1s9p+kESvZNxaqUoLXEFf+W966DURRHlItqAU2rKxQtguIgmgcMOccqRG71QfoK5PzhXVAipJOwY1NmfwPjg8wGKxEESo4/fY43zAwmGzSvBlC90Ycu0G+ZncrJBqXy9qVkJLGc0VY0DfL5AQMV3pALOJDPGfygk3b97E7du3QT5Mi62tLUwmHaYrU8znM7z33nt4+eWX8cEHV6i0Hni5Ns3H+P3vr+DOndt4/lvfwoULF7C9tQUD4Pe/v4JXX30Vv37rLSwWi2P72BiD++47h+/96ffwR195Bpubm7h58yZ+/vPXkMHRcH/0R89gdZUcy0uXfofXL17E9evXqTZ3DpubG9jZ2cGHH37AS8vxsE4mE1y7dg0//OEPsbOzgxdffBHnzp2DziY2xuK3v30Pb7/9NlZXV/HMM8/iwoULMOCs78VigStXruGzz64fq/SarsXG+jpOnzqNE9snsDJdQWwoLIUAACAASURBVM60ttGke7wfdA9tbW3hoYcexurqKtbXN/D/s/XeT3Idd7bnJ++95aurvUE7eO9pQIqg6KUZ6s3T6untzkzE2/njniJe7O447c7uSBxS0pASCYAkABKWcA3bQHtXvq7L/eGbmbegeR2BkAh0d1Xde/Ob3zznfM+ZnZ2nUikTxzF/+MMf+NWvfsXKyiqPHz+h0WgyNTVNuVx2p2A52Qo6Wq3KBiRWN9I8WpTHNhrdbpe20W6RmsnwXI7A2BdZiUNqkIgwjOiZ03wxX8La7jTqddqdDqVSiU6ng+/7FE2ecJpqkijA88QDzWqW3bUwDXQuyNBgpZTQMq5w45oGi45Y2sjGbmYbceqYAfv7rF4oMQyAG42xzxh288b5vdqITlnz4mrgB4K0JdZD0vMol0uCViujbTbfrzyfgEynZOO+rCF0LsiRz+doNprcv/+AiYkJDhw8QK02wO7duxkcHDQooVjIBEazaGPU0iCHUtpQlklWF/pqCmQ6TKVE66v6LKFE6J8Nv1grj+w9ix5aGCNl9NeiP9PgNjRXo1NbW+Ua2lqWOtTNHJot3Gs3ZbN2Al+QeYmAk/uZ3deXdcWpbXgtvW6+z26e8tnjl3SFaaoJUj97bdvcmrpvG0dBjCR9SyQ0BWf1kzmDmDx0o2UE09SnMWHYw+pes8O1Eh9GEwFqLWnsMBNKNNwy5SyHJc/PWKI4isxa8dxnlCEP4/mIIo4kdjhjsAQlHRiQiWZtdHe22c+sfixGY0AOJYcs69cZhcI8TU5OsGvKSFK0SFLiKGZnZ5s//vGPXPzqAs9fvCCfzzNYG0KTsrW1ydeXLhFHMcViiWNHjxHHMQ8fPuTRw4dmIFAa5VRnhup79z9j4pej7N2zlzAKefjwIZ/+2yesrq6bQ7JBENEMDw3z5htv8tq5c0zPT9FuNXn6dJGLly7xYOEB7VaLNNXk8zmmpqY4c+YMR44cplQsy/5o3AZkb7cWXJIo189IOhmZtoCNOfg4FBtzPT0Z9EkzNNnR4zoliSIajTrb21uEZkpfhoQCc+Cz+4MFhbRtR+j7VzwPrI67f41k/79PxtdH4qZJQqxTggypwtlpKK0pl4uMjY7iKcX1a9/z+9/9jmdPnzI2Mc6rr73KK2dfJYpDHj9+xM2bN7h18xanT5+mVq3iK0UUpyw8fMiVy18Tx4nQInHEyPAQQU6MR7WG0bFh0iSR/Or1dQqFAnv27mVwcEguVppmmcie4KHafiiNOdmb7jhNLVdskAez0JKEer0uGpA+0b5yNavvtOmmP63GyDQiWNja3ght0D8DP2tjSmyoCRf/hXJUjaOW1Z/dMCEx3SR1v74ge+iyZsFS6Rp5P9YfTYYPrFYmodGsmwm4zMcR1Eu/z9Iwvh9I0elL+0gTM93seyYcXkuucJLgeRZF8d0m9eLFIp988lt+uHMLG7weeAFJquh2e2xubnDj+jU8z2NubpZTp04yOjJMEicsLDzkt7/5DdeuX2NycpI33/wRExOTDiW8desGV69eBRTVSpVTp04SxzEPHtzn4sWL7DTqHDlyhPHRMZRSLC4ucu/eHVZXl6kOlJmdnWVubpZcLsfyyhLtTpNWu0m5UiKNYp4/e8ZXX33J1avf0W53KJfLlMslHj9+RBAEQo8gDW+hkKdUKrKzs8P169cZGxvj8OHDTE1OSv62nyOKI+7cucPXX39NpVJmZGSE06dPUyqVqde3uXbtey5evMjK6upLxthBPke1UmHvnr384uf/heHBYZrtjmss3ALuQ4u1lilsoSYA5VEql5ma2sX4+Bg7Ozv8+te/Zmtri6WlZVZWVjly5KjTQtkvsZzIMzBQcyh6o1Fnc3OL7W2xtRoeHmJqahcjIyP4Ozs0mk2HXpWKBQoWmeirOFbC0mw2qRarFEwKh0U+fM+jVJImqlIuUylX0Qg9HodCQXc6HWxqg0WDfJXRd2kv80YUWDaTYSgXGSoIv1wzEbbbSXRbN0AE7PT5oYmo3QJ/+qXrJfU8EeNibQnb1DQ5hs4zxs22ZgS5HCXT4OZsdKCpARY9sqyCvY5WF5gv+JSKJVrNNrdu3eLbb7/lyJFjjI+PUyjKZLVF2QRBEvNs39DbFnFKUtF/pUFALrUWLFnkpRz4RDagMNFt5lmxkhRbQ2wNtfXMbqIWoRQ5gEyIKi159YlhZAI/cNfGulrYZlCYkwSlUqe7tc2jbTx9TxEY8CBNUqMBzVBe+x77NVy2Lv/PKDjItGx2k08cbR30HYasHt4euoKXBtSchMXzCaOOabbk/VjjaEGppEG0ZuX25+3vswcd4KWBtcjcX+UrF9Nr/UztQUQbGNfGFIaRNJGB0TMmiedQ4zSxaGPfIQrRsEvDY/yelUeqUry+a5lZQMtrWjsbtCDPkYmCrVYqZn8SxiqKIpaWlrjy7WVWVlc5eeokr77yKlMTk8RRwr0Hd7lw4UsuX7nC2Ng4x48dp1gsEkURGxsbDA8N8+rZVxifmMAPfB7cv8e1a9d48ewZUa/H8NAgW/UGSysr3H+wQKFQZH5unnKlxPr6Gnd/uMOL50uUSmUOHznC3j27efDgAb//wx/45ptv2NjakHqQiqZ18dkiYdijXC5x5MhhtC6Tpi1T5iR1RRr/vjWt7Z6bSWHAshqZ76rvyWCUm2PoY1JsQU3TlDgKabdbNBp1Yw5u9fU+GhuRbJ75NMmoUW3rj0aTsaB2ej+T1mn3eegH38j6D6U1Qf+DiRZbmFyxwNDICMVymVs3bvLHL77g4cMFhkaG+eCDDzh+4gQHDx7k7OnT/PY3IzxffMHXly5x4vhxfvTWW9QGBwnDkMmJCYZGRlhdWaXVatFoNPB9n5HhYarlikPjvrrwFZcuXWJjc5PB4SFOnDzByMiw2MAYKiTwPJNuYi4Kytnm+M4LUbsGDzwGBgeZmJxkbXWV1dUVdna2qA3WhHpSfaieTs2F8lxRwZwK7X6dvW7mneUp5bKP+wsQpmn0lNBrFgfVRiz/54UMcFY1KVkB1tqe5IzKS8vvtHYRUrDFJkSZf7NFRKcJ7VbLNY6ygeA28+w9WKrdfNBUk6jMH9NaRKSYz9l/ejfGomkilOny8gr//vkXpnnw3O9NUxMv1etSyOc5evQw5996i9OnTzE0NMTGxgY3btzg+2vX0Vpz/vx5Pv7LnzE1tQuUYn19jc8++5RPP/2MGzduMDc3x9mzZ/H9gI2NdTa3Npibm+Mv/+KnHDl8lFwu4OHCApe+/ppHjx7he0Jh5XJSMOXe+ZSLFSrlKs+ePuWrC5e4e/c+e/fs48iRI0xOTFAoFVlcfM7FixdYX3+I53mUSmXy+SLFYgnfzxHHWuLstEcuKJIo0aYlaUqjUafd7jgKq1qtsr6+wZUrV/n88895+uwxE+OTjIyMohEd8cbGBo8fPmZ9bYP33n2PUrlMYp8h672pM12q/f87OztsbW0yOFSjUik5Oj2OY7q9nkl+8SmXS46i7J9MtFrUSqVCu9Pk9u3bPHn8lO3tbdbX19jc2sTzPMZGJ3j99dc5f/48w8MjDu0rFvLEScz9e/dYW1+n1+th4xarA1VOHD/OyNAIhWIJL+8LgqitpixHoVCmWh2g1wt58uQJS0tLBLkcuyZ3MTQ8TBFNr9uTDTHNmkK79vrTIJTZuGUpRqBlI/XNM54mxlfNe9nM2x4WMSklWmuTpqJMTFn2vXK699zznWpjQWM2C41yG7jSSMypSgwCKTpMi4CKJ6Bs1rYJkfuis9qT2sOzR6PR4PaN21y5chnlwdjYCMVSEcgocYuGypds9F4g6K1462EOhVkylA2C0H01wtG1fjZt6+fM0JwWSUKq5PNlqC+OWhMgSjvdlUVcLdufGtcKZVAT39TvHLIvRUlkao6pU321y/d9cibjNzUNfJTELt7TT7XxweWlz9S/UdomxrU+CnzlG72ZHDQknjUFEnxfZz6fGrF0wfiZBp74typB5sTCpm+QRQFKSyTtf5jeTSHxjYG55zSRaaoJexHKQ7LXtQzXxJF47ubMwJP4UvooZah028B7Pr6vxdWi2SKMYpHnBL5BTi3q6TkQQShuGZxCZ5ZTKPHQddPHOnX3pX//c2i9Z5slaUr7daKlUglQrK2vsb2zw9TkFB998FPeffcdBgYG0Knm0MODbGysS6188pgkiSmVCm4AaH5+jp/91c/Yt28fxWKJP335J9Y2NgTh1SmVapVGs0Wr3qBUKnL2zCu8/faPGRsbY2Vlma8vXeLhw4dUq1UAlpdX+Pzzz/nm22+IkpjXXj/Hvn378D2PbqfLvXt3WVx8wfXrN5iammLQ9Dn2eZI0tEjuS96ub+TEafZn+fwiSUoVpgb5Zm9NHBCV1RkLGBgXCzNPEMWRqOk8c0/M4dZzNSqxnCj9UrdMlqFdT2lrju0FtUHUtVauhthn2NasQHlKbF3cw28czSsVnj9/zqeffcqli5coFAq8/fbb/Lf/9r9z+NAh8vk8u3fv5sSJE6ytrvHNN98wNzfHzOwMBw4epJDPc+7c69y7d48v//RHdup1Lly4QKfToVqtuouytbXFP/7jP3Lp0iXyhTyHjxzh9JnTVCplQRnSRIZ0LBfvkAH7njPk0A2fpPKB5mZnOX3mNH/8/AtWVlbY3t5mbvdud+oRuipDXG2RFtGzNrKdbBFm9JWlYHCaSG0oMQtIeL5PoPzMH81QWNpMotoJSxxyad+9ym64UoBHirEoIbNJsAObjl7wJQvWCpZTLY1aHEcuycI+jHaIxFHWCqe5SBKZ8rJNqH1gY2fJk72Hfj2M1lAul5ma3EWxWKTXC9ne3mJzc4tuV+iXfD7H8ePH+Kv/9FecPXuGoaFhgiBgeXmZR48e0Wq1qNVq7N69h/n5OXJBnjCOqVYH2LNnD6Ojo9y5c4f79+8ThiHlchltNux8TnKJx8fHmZmZ5uDBAxw8dJibN27i+R7j4xMvneICP6BcLpMLcqyurHL16lXa7TYfvP8+P//5zxkcGkRr2NjcxPMU29vbNJtN8vm8oaXyGZ2kPIqmmQxDsRvR5BwFUS5XGBkZplgssLq6xpdffskPP9xhz945fvaffsaBA4fQGra2Nrl65SqfffYZvV5Iq9nGaqIyM2Bc+or9uziOefLkCZcvf0u9vmMa3BJrq3Jgu3z5MlEcs3fvXs6ePcvs7GyfBky+fN+nXC5TKOR58uQxn3zyCde+v0GSxGJLVMwT9kLu/HCXnZ0darUahw8fZmR4BN/z2N7Z4tatW/y///IvPHr0mF6Y+VsODtb4+OOPeeftd9izb4hCsWAWnHboTKVcJk0jbt2+xWe/+x23bt1kdGSUDz/4kOpAVTTKXpQh7X2No6V+XZlUomkuGl2mpAApt4nZn1G2EIL7e8+YsFttcr+MwKE4hpbGS7HZ7C+JynU/lW1SotIElGibPOXjm+xgczZ9qUnzDHqUz5smEGkcZTARNjY2efTwIRrNG2++ydmzZ6nVatStLZPyiI3jg05T8ZX0lInlxOiWpQZIk2RLoHbWKpYZsQ2MTQGSS5w1BspXWDpOhgKyTU+/5IxH34HT2JUZCltrja+snMCihEbKY/ZRSdIRfVgUyWbtGe9EK7ER9kXyj+MoIp/LQS7nirJdr/2yhoxCzFgqkS+IrtdGaGpt/GTJ0FWLmIM0AL5pFATNNkigATzs9dWIVlTYHaMz8+WeRxFEsXJNPMjQRWQOvbmcab4jkX5orV+aorbPviIburGoeK8X0u31XkLZ3eCStsxTQLEo6TsSS5gNLQEO1EiTlJhYgifs3qv6ae7M5k2QUPlfe608T1GtVsnlczSbLZI0IV8o0Ov2ePz4MVY2s729JYk6WpvBJcygiM/AQJXdu+c5dOggu3ZNU61WWVpeZmpqiqUXSxITaF43CiWOtVDIm8SWKlNTp9mzew8PHtwjn8szMzPDo0eP+Pbby9TrDU6dPskvf/lL3nnnHUqFIo1mg7//+7/nk9/8lkePHrO8vMzg4CA5M6CXTU4b2Ya28xHu4Uf07J6xqVMZmIMBZVwDYXsNAcgswp2a6+AmtLG9j8xU2LkJV6fsl5xkHeti98H+utUvWYKst7JWRvaPZRoCa2SZmkZCIPYiW1s7/Ob/+1f+8Lvfs7Gxwevn3uB/+1//hkMHD9NqdWi3u0zPzPJX//nnPH22yO3bt/n973/P0Mgwf/d3f8fk5CRnz5xlZ7tubD+u8atf/Yp/+Id/cBQCWKPxHXK5HGdfOcsvfvlLXn/tNZTnUd+uY60ntNZyktQpOWMJE5BpchydpEwxImH3nt2ce/11vrn0NWvr69SbLdFE5TK7AlfozX+J+NNDBeYiulOUNfg2TVsq0+JRaheY5wy8hXIyFA4JKWJumqYyASaj+lZQL4iiMjGJsuDNg2MeJKHAPAIv87IUqgRsnJB9iNz1SAUJ1CbEXvVRd6lOUKlBbpTRkiax0aVgrKqzB9rqJ1MNXs43Yt3slG4fuP379/O3f/u3TE9Ps7G+yc2bN7n63RUWHjygvlMnn8tz6uRp3vnxu1SqFcJeiIdieUkaR5tacvv2DySJTMJ3uz0ajTorKyusrKzSaAgq1+12KZfLVCpVlPK5c+ce//2//4pHjx7z1ltvMTs7y+BAjXPnzpFqKBVLpIkUUFAUi0Uz4JLSarbEaB4YHhqiVCywuSmvUR2ocfr0ae7evcutW7dcYcw2Hbm+hUKOfCEgJUEpTeK8seS1qtWaeBUqRa02yNzcHK+9eo6f/uQvGRsbMw1gRC7ncfnKN4Q9aex8kw7UC0M0kC8WXAyaRRzjOObmzZssLi6aqeZMzxfHMY1mk8D3ef/9D3j99XMMDAy4AQ27ieZyPsVCjnp9h88+/T03rt1EaZicmGBsfIxdu3axsbHBgwcP+OGH2/yP/9Hhpz/9KT/56CcUKxW+++57/umf/4mnT59QqVSpDQ4BYjuzubnBb3/7W9rtDv/1l/+VA/v3k/MCPJTxICwQ5DzW19b54osvuHbtOmkqQ0QSg+YJpKcQvWWflsei4Dlj/xWbiDGLCkkSRYLyTGpTmhoxf2YIrQyil6ZaNHJuzQsVam1I+rcCrbE+YKbAp/YtYpNxstfB5HeTmfxjDn0o58GqtcYPJMozCHxBKnsxkUl/KhWLKE8xWKtx9PhRjnnH2bt3H77vs729LaELWuxg0iSz+9Bao1JBwqSRzmh9z2RGG7rBWFgZlNHqXIPA0JFSK6IkEVPlwKRopUY/bhrWMLRT2B6B54H3MoVrm7QojlzzIdfLQLeANsEKnqecjZCgYBGp0QYqZEJd9OFyH6IoFGrUk6EBoeP6Mr5tdKvbWe00sF1vPrl8IPICcz8d4mrQnUTL27Q6NK2lKfCM75+VQtiYzF6v5+ymlIIgL3WiE0ViXZfzyQd5ksQ8dyB+fiZaDw3kzJ6pjb+kARIC39qyaDQJ4jjik1GNdngnx0C1ShDkKBaKoCTdSqMEEPDE4UF0mjYf3uxVWhw9rSxMp5ksI5N24fZUuc958nnxii2VKoCiXq8TRZFBHGWqvNVq0m42+GFlmZXlFxSNp659D5vb26ZmY/ZfGWYdGhpi18w0nu+zsbFOr9clMpo/rTVhL0QnYhlVLBXpdbt89umnXLxwgX0H9nPu9XOcPHGCM2fOSP1NUm7fuk232yUX+OyanKSUL7Cxtk6xUCKMQ3K5gCAX0Ot1abfbYA6s/bVYpDO+kYRIP2HBqdRodZNEnpdisWgneaVZ9gWxdp7QVjbQP7hi/gjbJ2Cm8sHXxrjeN8+4Mru4wiayu/sjIKhnqo99jmPzeJn1pywwlaH0tmaAIoiTWBoF80JKKXq9Hs+fP+f6tWvs7Gxz+OhRPvjwQ44ePUoUJ6ytr6MRiuTEyVO89+77dLs9VleWuXf3Hvfv3ydJNbWBGj/60XkA8vkc1767xuramjvxo2Vya9f0NG+88SYffvgBJ06eIAhybO/s0O123aK3xVYKb9bk2e3ZEcIGUQvDkFqtJl6Qnsf29g6tZgtPeeRzBeSUKTS4VrL4lZvu064A2KLoe4ae8T3zfYYmSw087FnHdgVpjI6F8k1NkcEUGGu+i+n8U3NDPWXG9LUmtoMyvvms2u1I2BJva719ry/ddPd4GDGzyXfW5hHKBh1EUwHCLSnfNxR9lq0J2fuy4nKLfGbQtrzfoaEhjh49wv79+2nUmxw8eIBDhw/y2aefcfnyt/TCkJWVVVZWVjgwcMB5cjUaddbW1kgTSVj4+uuvuXXrFmEUkSaJi6Gq1+vY6e9ms8no6CgnT57k3r17XL16lafPnvHJJ59w5cplRkdHmZyYZPfuPRw6fJh9e/cZxELogGKxQLlcJopCtut1ybUF/JzQzPV6nVarTalcYXR0lOHh4cx6xNIHOluQ9uQfG5NvnK9ghgoUCgX27t3D3/z1X9Nqt6hWqjSbTdbW1kxB9VhaWhY9ZQqdbtf4VsqkKBoq5TKFQtE1jNaeqdfrsbW1Rb2+4xBg+/wmSeJskOwkX/8GrpTY8MRxzMOFBZ48fkIYhvzozR/x8c8+ZteuKSrVKmEY8umnn/LrX//fLCw85OLFCxw7ehRPeXz55Zc8MdPqf/PXf8OZM2dIkpSlpSX+z//r/+DhwkOuXr7M8aPH2Ldvr9h8GVq00Wjw3fff8y//z79w8+YthgYHOXDwAMePH2d2Zs6YhXfJGQ9ImZKV51uSISQdSfnCm+rU2kuJNQgoSuVStn60zUm2Fld22EG7GD2xG7FDBgpr4ur8HJRy09WWDbCshUMJ+6gip5f2TX53H23naZ8g0CgkqcjzPDY2Nnj69AnPnj2j3qgzNDjM66+/zq7paQYGaszNz7tGzE4R241VJmj7NGsGDXEG155o26zcxR2MzUe1z7nV1AllaqI1jSODrcHaNN2yQSUyKBf2BE2zyJzzucWh5LYNt1Gz9tCr7XalLC0mVzCKYpe0Y5FIiTcMnd2Z1XsrrPG13CPf0NGeJ56IdiPOJEGpY1ts42WHUlLjpat1Kpy80mbC3j4nht42DgmSsy7oZNiTAIY4iSn5JWzOtfiYSjxjEsVEcYF8mpNGOwgIPGkGvcRz09GWVk9JX6r5mT1P6p5DKenKoWB2vQgyKfcSlaVX2YYgSQTJVMag3iL0EjXpGcQW4jB2jBUkzi/Q7sm+5xn6Vxn2o0ij0WBhYYF2py2pVcUSSim6vW6GtHsy1Nnr9dDGY7NWrVIplqhWqu7fUy0yhUIuTxLH4vEIbnoeJDWu2+1QLhU5ePAAjx4e4vbtWywvL7Nd3+Hp06dcuniR02dOc/6t8wzVarRbTZIkod1u891337O0tEKlUpY1RMrq6gqrK6sMDQ3RbLYEwXW6QDOkFeQdo+k0ivYwkCRoM/SFRlLndCo+jjlxCVEKdCQMpe/7JGapWR9Je3D1fZ/AxmZ6QJBzg8ISwf6ybMCimPYAlTONowwmxy8jlO5lZC1awMnKQzzPJ8goSUvZyAKsDgzw5htvcuzYMaZnZzl+7DgoxdrGBls7dXnxQoFSpcKHH/2EiYkJnjx9zOjoqGvUwjBheHCIc2+cozpQ5dzrd1nf2KDTaRH2IrESKQTs33+As2dfYffueUCztblNs93KunhTYG13r9OU1BQZ2zxqJevaduhhGKKUolKpyAPa6dBpt9FakTcoRpSK27o2v8vDmnxr1xDFcSTdXSBTgmjbSCU2WE0Knkk5UXj4eMQ6MdnWCkWAPXNIRrZoihJ7MzUOcUisSSgZLW91k/06Q21G9j0ylNF+Cc2RZO/Hz4qgbChShBJ7EjIbgZyotTST1r9KCfKAp0R/o22DajeCLDLNInDNZpNWq0ltUBA/pRT1Rp0ffrjD1avfMT87z+TkJCMjI46G7fVEv1YbqIldTK3G9s62IJ3GX80eJPbu3WtOdx4nT57E8zz2HzjAzZs3WV9b48mTJ9y9e4dCvsjY+DjHjx/nb/76rxkbO+MKlLVB6fVCdkzj6BvkNooT83zK5pc3k8Iv05HabYDuFGgoRmkme27hWuF64PtUy2VGR0boGBR+cXGR7Z0dMwTgsbm5ztbmNrVajTAKieLI+H115XkuVwUxoJ9e9Zifn+Pw4UMMDg7RarXp9ULa7Q47O1usra3Rbre5cOECuVyOt956i0OHDvU9N5ogyFFvNLh+/Tobm5soz2Pfvn386M0fyXBQr0elWuGdd96VqcOLF3n69Akvll7Qbra5c+cOaZowNzvLa6++ytnTp9mpN5icnGJjc51/Sz4hjWKXsmTpkna7w/fff8/jx0+4ceMme/fu48dvv83uvXvwlEe71XFie6UydN1RhKaBVlItsTpAobfk2fR8G7dlRaJ2nRgNLtoGw2TIijaBA6ZYayVic9sQekYjkx0wZTBOmh85pFkfRwx96PueWGPl8uTyefxAEKwwlAOSZyZSl5aX+fbbb7h77w7b29v4vsfu+b1S0+AlL0RrhG83MLkGxpDZU+YQmB1ysRuQfZYtCmEO0D6ZN5yldWWYJSFNbMa2PVjaNW8aKuTQFAQ+2vy82OfI77d+eyDaStHl2Q0x88JNUjEm9gM/e30zPCK6Oqk/qdaQiJYrdSd0XhpUwWy6Ljs8sehNdjC2VGhqvEmtnx5KhlbiNMLzAmPmnLo/dp/ANOmeJxnOFq3rmfxpz/ddEILv29AHZdBPJR6uBg2QgU6bVSy7Ry4XmCZQNLKqr6lWpu46DawSFEpbZFKLjZBtGLRzzXi54VFKmcYxlOl9ZbS2WhqeVJn9DxA/TXnmrIev1ln8ZaVaZWZm2gzsRVQqZRYePuL6zRt0ez12Te1ieHiIXE4ODeVyhePHj/POO+8wNTUl1C8anUiIxdbWDhMTE+ISkcTOYscOCkkcoxkWMs+sHLa7lEplDh44QLVS4tSpkywsLLCyusrq6hrfXrnM4yePePLoIWdOnaG+UzeNdkKj0aRYAdrf9QAAIABJREFU3KTb7YgNkxZjdhkOnGJgYMAdguy9yGh63zmnuHhAFFFq7KRkEcswrMLsGyKNyEzaPePzadKCLF5mGA6xowuyOGFE54sBRl4KpOirde5+k6HxUjMNa6ktsmnWx581lPKZFYFnpujk8Rc3+UCnDA4O8taPfwwKY2yq2NjapNPpumijVqOBjmMmJyYZfPsdTrXOQKopFUvEOqXRrBNFIZVKmWPHT3DgwH4xJo5CEmPFo1EMDg1SrQ4QhTHNZpN2u00cyzSlr+xUMlixcIp2tIvCik7lxKzNxQnDkDRJyBuLhDiOqTcaMqBREF+sOIpA28kyszkgjaG4Q3p4Xg48+TerDbSWEW6T0KJExCzGBI/UbTEZpSk3Tx4YrXWGYqSa2Fj8mK5DimJs9TPS1MlEE05YbZGRDGk004bKIpQ2c9MXSjpJQfc14SYPNo3Nhmh9vLSxDdApvqfI+R6+FsuLfgsYhSLsGb0U9rpHbG5usrG2QbFUZGJyklOnTrG5uUm93uD+/ftc+PoCu/fOi36kVKJcLlOtlAl7PUZGR/joo484fOgw9XqDOJWitL1V5+p3V9je2Wbv3r1UDQK2+GwR3/P54P0POHHsOFsbG6yurfHk6VPuPbjP02dPabUavP/eeyZpwHfUkzXn9kwBTlNNFIZ0ux3CqAdaYtosoipiYNvMI9dSZyg3yMnRNkXWysMijmEU8fDRI7668BW3b9/m6ZPHNFtNIw8pGUuatjvBWwGzItvlXvZxE0QpXyxw9pVX+V9+/nNGRkbY2Nig15OM6mazwZ07P/DZZ59y585tcjmfXbt2cfjIYfxckD2Tfo6GuT/N1g65nE9tUHRIL5aW2N7eZGZmlrm5OU6fPs3Vq1fpdkMajQY7O3WarSblcpWDBw9TLJV5sbLKyvIKWsORw4dpNZr0Ol12z+2GFMJejyROaDab3Lz1g0GBRRf98ccfoxXcu3ePXq9jGoiUwPPNEJhy+is/sAMutoHJ9J9oRalUdkhPf7Mk9cRsPqb6KeR6a88Oy4FOs8OCHZpWjkHQaGKH5MvhwWr4hIFQLvfYJ5fPuQhLkKG+tdVVnj1bpDY0yMzMLCnQ63ZIk4TJ8Sn27t7L4GCNyakpxsdGDX0dEYUxngdBzvq3mbqEoUpt4IBBBLVZ054F9HTfIUjJ1Kw2enJtMn7t90GWXuMKi0PrMNui1NGcH0j9j62dTYrvm+g1i7B6mX5avkc771elcPrAIAiI0wRliRFfaNPETPxaJKd/SMqubftHGngEhTYNqGjvAlOz+pssSSOy9kJGmk6aKkelJ9bWzSGugkKL3ZJvpqNTh17bRkK0mJCmMZ1O15n85/N5g1RCnGjiBHxfGv9UGxQ09gwqJBt9EARmGl/uvdJm30jFY89GCsqj7pn0mKyx9A2VaWnjwGTRx2HP5KzbAAN5lpNeio4TEpXp7Sz62Om02NzcIArFg/Xe/TuMj487unpxcZFGo86jx0+488MdfM/n5MmTzM/Pk8/nqZYrpp55zMzM8+O332KgNmAmrpe5cuUKS0urxEZSlxgpiucFeF6AjdDt14Db+xLHMc+fP+fRo0eMjo7w3nvvcu7cOTY2tnj27Blff32JGzeu8cWfviBJEmq1QdJUAimOHj3Kj350jqmpKaMnTeiFPVpNsQ7bt3cvpXKZbrfnaih211fgBcocNATN00hX5nlGCuYrvJyHTkzTaZoyl85mUHJF1mzK3ow0zoFYtwW5PMqTZ1mlqa1aDglXKGfZg60NWgOGjUpT6afMQKCjcFWfHy24ptPaAgX9qAPIac8lFwSBaw56PUmiiM2NAuh1e6RxTC5XIMj5DNaGQEvHTizf12xJmkGxWKCYzzM4OIifMx5gqSaMY6IwotFoEHa7RMZ+Qxu4VYqM/2fdsqbvCZGir8R7UgfS6UdRRBTFWLg8ThKWlpdYX19jenpGEkp6PSztqMxWIdRX6gZKfHMiFuNrjdaJQzZ8ZUfu7YCMJk5TEm09kcBRQGRdP56CJPsZ7EakXj4Z2JucMzqWVImxSGrQRIHE7RR5huL0e0dZ7Yrn+ZKvaSkWskvYf4L2ckYvYzYGmYbzSCN7Iu/7HEgDYGkyezvCUBJOwiikUCwyODjIj3/8Y548ecrK8jIPFxb49NNPmZ6ZYWCgxuTkJNMz0+zUGwAMDw9z5swZCoUiQd4nimKuXL7KxYsX2NzcxFLDW1tb/Pu//4GN9Q0+/OgnvPrqq1TLZcIw4uniIv/+xb/zT//0D4RhaDYM3zUZtnEsl8sMDg4SBL6LrkNDqVxCp5LZ3G536HY7L1l0/LlEIDZWSKVSCa2hvrONpaqtQLzVavH9te/57LPPWF9fZ3h4kKNHjzExMcHg4BAjIyMsLj5la2sLMLYWBmF4iSb/s80y8AP27t3DmTNnyOVyVKsDpriLKfDhw4dZXFzk8uVvePr0Gc+fP3c/m30pOp0O6+tr9Ho9qtUq+XwB5SkajTpbm1uMjo4xNTXMyMgwQeC71JbQTFBXq1UOHzpEqVhkc3OT1dU1tIbqQJFTp06htMfE5CRxHNNut+U56Up6AsD4+Kh7ZqVIt4jiyDSHmY+kFXInSWKylT2HkglFbSxJlEyR20L4kswABNnJBQ5xs8NeggLh7p+7Qn3oHF62TmUdih41lwvI5fPkjV7MC3wzaBaQywVEUczjxw9ZXVsjFwTcv3uPu3fvcsI4DJRKFUbHRjn3xjkKeTGxz+Vz4sXoefQ6PdEPuvVrBkOSFJ1YzbIccFJl2BhTS+2m7/l96IO0yyJhSGOyCDdDiXmZvlGekmwYLssCt5Q3Dl23kgiL4snhxHfPsaW/BSAw2lO0s1SzjZarx6aZ1KkWk3LbLOusVvXXPCsF0ObQFaeZz22/Btii0EkqiGZqrieJqfEmf1oO0ok7XL8s1cnWZ2pkAsqETsiEs5lQRhJlJD41xCbVpElKlMYO7fK8SBBt817iKHJ0udVhBvbQ5+6vQXWTxJhh28EmOWTFsW1KDGqvcc9uoZA3iHTi6oJnkFqZqFZicxRJpJ7bE9KETkci/qI4ptVu88Xnf2Rh4RED1QGKxTJ3791ldWXZfO6EI0cO8+orrzA6OkoUhQwMVEnTlOvXrzE+Pk4QCHsShj2uXbvBb3/7Cffu3efNN9/g/Pk3TeOeun1XbKeyZ6C/oU/TlAcPFvjNb37D9PQUH330EefOnWN4eIz19Q0GB2s8W3zKkydPaLZaVAdqgBzOZ2amOf/225w5fZokTuiFXR4+esijh4/p9UInE5G9L+uh0jRFpa5rIxugshpEqTcWCU/c0K0dwBLE0A5b+X4O4qwuWTTQRjP6gXk+XwKTFDbjXdaw72qmvU42Jlh8Y73sI5AxjzKTEbt1JYi3JvU1geQjmx8wDZE0XZFo98wDFhuKyW2a2pjdpoow7BJGGe2B1iRkE0BJkhD2ejTNm8L4MYqdjSBuIua2NKw1dfUJfDsl9HJxsF+pOSFiBMo5JcMxYZTQi2P8nEyJg+bBgwc8fPSQXdNiRNput6U5Uh7a+IklpkCkicLTGpXKRGKqJbfaU0pOvgq0GZSx98jS6NquPHOj7OnePdTm3z3EWFibztU+GKJ59EiQwqI9s/GZh6cfEteGghLk0xbKbHMUrVKAT0AvCYniBNHuKkOVWcrFvTOBx4nxvMANMklRSx2NYVG2dqftcoItbQDS9KBEEA0wNjbK22//iMVnT7j87RVu377Jn/74BaOjo+zes4dTp87w5MkzNjc3ufTN1wwODbF3zx4qlQpbW1tcuPAld+78QK/XY21tjTAM2draYvH5c65du0a726FQLHDk0BHyhRzjE2McPHCA4eERdra3HFVvDz3K0FGVSoXhYZnu7vV61Hd2QClmZuZIkoRut8vjJ49YWlqS6C4tm0yUiLAdRMTd64Xk83nGx8ZJkpQXL17IwtQaG0PV6bRZXFxkc3OTWq3G++9/wMcf/4yhoSGT7lPgwldf8sc/fmliAztykldGH/Mf1oA5JGhZP+12myiKWVpaJo4jarUBhoZqzM/PcfLkSe7fv0+73aLdbruBJ0dvKdnw5HChiCNNnIisIghy5IK8E55nuhmMtZHIXHzfp1IuEZjs1jQ2z29qNuDEpgkJUhkba5BCIU+SxE7feurkKfbu20uxUKDb6ZhpQTPo0k7I5wtos5EmcYz2xGrG0m22fljdmWU2xMvUd1OxtsnRptgGuVyfJthYiZhBBIuyuLxYL0M301SMgK0JtIdy2ep2grJWHcDzyqyurvLHP37J5SuXqVRKEtXp+ZCk9NpdgiBvBrdKjo6O04TIILRRGJKkMb6nZVJauh6DHKSSJ+75L8UKekqh+sywdWptv1LDrGjSNHaodn99VSo7IFlIwk56YlNo+n7mJfsZ8992EtZavdiNK0kjUh2TJIIOJQZpRWeTvFLDkIGhgqQxWd2iqzP0ISKpSAR8PAke6HOQ8AOPYqFkzOUl/EE2e4iMJlbMtRNXu3O5HHklBvRxIk2frGfZSO1ErQw3mmhOg0AHgRxMwiiiG3YM46Ndfc+bYbkwivEM+KF1QtTT+Mp3vqGavgMrBmU3ulCN2b9VJuVKk5RUK5SXQAq9MCQx+2tO++hYDhUOiDG68V4kmulczkd5mb9kFIWEUezWiz1cdDodioUSx46eZGtrh82tLcBn6cUyK96K1Lxuh0KpSHUgYHJiig8+eJ/d8/NsbW6iSZiYHGX//j3cvHGTLz7/Pffu3mbX9C40KY8fP+XZ4guGajXGxkawTKI8c8lLJvf9LhOWldNa1uHS0hL3F+6xvbMDeJw8eYpGo0mn20VrTblUYnp6mj179jA+Ps7S0hJPnjzl0aPH7N2zl1wQsPj8OZ988gkXL36NTjVnz57ltddfp1wuO+mNpHkZzC+KJYHdyh88j3wuMFpSQftI+Z8AOXYoSfyqZUnKAcfqbj2tUNqTf6efjVVoZSVq8uxYhNlJNVL5Yw/YKCiaOpOY/QwFKk0hNTI08+asp64MJju6IkOrdIrR/kktsRfGaueUbWJMRXGIFdmpXCscXeF7MkWcakjjyFwMI9QOJMMarTM6xKCmtnY4iBRQRqzuThhIRx0Y+D2JpYmMI7GPGRwc5OjRoyw+f87Tp3K6ePPNNylXSjSaDTrd7n9o2Gz2sdbit4TOkE/f98110e6GKVTm0agyzY69yP0oonkMRM+DnWiytEumN8EDz0alpVqmdbWls7W7Lo5666Mr+nUJnt04kCIaRxFJrPs0EPLzfiCnancK1wKnOw0TUhS1Vs5aoRv22KnXSbWmWCrj+QGdXs9pdhSy2dfrdQqFAvv27uPYsePcvv0Da2vrfP7F50zPzPLOO+/wxhtvcO/ePe4/uM+//+EP3Lx+g8nJSarVKhsbGzx79oydnR327NnDzMwM+XyecrlMqVSS4YrvvqNQKPL01FMGalWWlpa4du171lZXGR4eolgsmintrkMNkkSmCQcGBqhWB9je3uGby5eZ2rWL18+dI4oirl27xhdf/IknT564ZiNJYqe3DAKfbrfD4uJT1tfXKZdLbKxvcfPGDVZWVomjGN8PyAU5t9FprSkUCkxMTLJ33z4Z0okj6vU6Ozt1wrBHFEXU6zu02k0KBXnvblCM7OQoKwnCSFA7mTQvE0UR1Yr4k60sr/Ds6TM6nQ6lUpmBgQF8z38pE1oav4BCwaa6CPMgup5BFFAsyrXe3NyQKMDAp1KpmGxg0REvPn/B7t17QGmKpSLlcplER6yurNFpdxkaHaI2VKNe3yFJYw4dOsiRI4dptVp8++03LCwssLCwwNzcHAPVqhzuSJ3TQBxHWEGi2E6JhYyPFGFP+eQKuSxvO05M7coOZg7JNxICu06LeZlYz+fz+EHO+PclJOYgrT2rj7aaOS2JSRq0L3qjMAzZ2txia2uL5eVlnj1fJEkSTp88zZmzZ2TDMMjaQKXC7j172LdvP9PT0+SLeTrdtquZdqoyMYgi2KVu7n0qtJUdvBGGRNAKZRpHrUSz54qCQrh2ndV9wEWXorI1n1HR2iEkwo5kgzf9bAVYZMKwHxhrm8A30ZlCEVtKDi3vLVUJNkEMlEkq0q5pEYPqhKLCsCfSOFkazSEh5n55vtynwA9I+uquiwVUVuuYIW9hTzz4LHAhAIAMRwV+YFJb5DXt8EOvJxP7oq80tdy8V4tgqtQ31k245iKwG7nBe+M0MTSmaQ6wCS8az+gd48isf3BUZsYtyv3xfB/PDH7FSSI2aIlMuVupgLShqWmqEpJELO/iRFgAeQ9FgiADAqIowlOKQj5PvmAyq4Fms8XAwCDvvfcuR48fodls0el0DZgQOpS4XKlQrVSoVquMmCHD1ZUV/JzHrqld/OIX/4WR4RGufvcdK6urbG5toXVKp9OlVCzw+uuv8f7775MmKR3jiyv7GkRhD2XMxG1N9gPR6YJiZmaGkydPcPHSRa5cuczy8jLDQyNESczG+rpY9M3NcejQIY4fP87y8gq///0fWFhY4Nf//M8sPn3K6PAI9xfuc+HiRZaXVpjaNYU1tLcHd+xBwc46GM/GfD5LYFEGGYyNTKHfosjmblgxiFIm2ECLf6zd5z3PQxuAS9aRjfL0MxDAsyCePB8SEWk9JU2fpTxj4YdJ0VHCWBigy3zzS2lzOtAQywEiSO2HshVEK5TSRrWiSMjc822j4inPnVQtpGlForaJsU2kncQVBM1sUgbhtEiXJkEZagWF0TVKgbIIbPJnULRF9zzj8Sg3QWgTT4lHVprEjI6McPbsWS5fucKTp094+PAh29vbki2cz9HqdNBmgikwAnaUORVrSLRnNDeSruLG740GSE5uqTR6rgHNmrY/pxZlMRnELo4l8ksFJibNorl2chOnk0FjfL+y323pUkdrp2nWbZtNxt4D2Tg1SRK5RV0sFhx1q31PJqq1CP273R75IhQKRfdegpy41CsE2en2euB7zO6e55VulwMHDpLL54kTuW++Ap2kdLtdtra2GBkZ4dXXXuPF0hJ/+tMXrK+ts7CwwOHDh9m9eze/+MUvuHDhAt9++y3Xr183kV15er0eIyMjvPHGG5w7d44DBw6gtVCjx44d4969ezx8+JBLly6ysPCAYrHI1tYWa2urlEpFTp48yfj4OO1226DMcjBqt9s0Gg2GhoY4f/48v/vd7/jhB0E1v71yBZ2mPHnyhIWFBZrNFpVKBa01rVaHZrPJwMAAc3OzxiT8ItvbWwwNDdKst3n0+LHR+Gmsp1kuyLmc7c3NTW7eusX87nlqg4Ps7Oxw+/Ztvrn0NfW6GOVvbKzTaNTx/cAhuf0aR1t04jhmYWGBK1euMDk5yc5OHaUUvW6P27ducfGiFM1Wq8XY2DiDg4OCioURaWKpRMXY6Dgnjp/i4cJjGo0GL148Z3npObOzs4yNjpOkKVeuXOHy5cv0ej2mpiYZHhmmF4ZCaTcb3L17j9dff5353XOMDI8Qxwnff3+VS998TbvdZWCoxujYKBub60RRyPz8HD/5yU/MRtTk5s2b/O73vyMXBBw4cIDBWo1Gq0m31yHVVoCfw8ZloVInQ7Ane+ubZyer0coMDGQDDRYlbLVadLtdSoUSugLtdpNmo0nRTDeXy2W8Ykm8D3VKfafO0ydPaBi9dBJF7D9wkJnZWfL5PC9evODmzRs8f/6C7e1t6o06xVKZRqNJEicMDAxw/vxbHDl8iNrAAIPDQwwM1EjRsuEmEUp7ZkDDTMUm4pknDZMc6O3BLMugNYcI4y2kyfR+IHSok55YTajpH2Wf8UXTh6CM4M6nbnrcNh526EcM1WW4UPXVONsY2sEQEfD7xurFNEVWO2kaLqUkMccPAmkKLa3qK6GYTQ20wQsYnaNlROwglKBOnlnj/XSyHKitE0GSJvhe4Db1OEqcBhzHrFlamj5KMXOqEATHAAYO5ZK/s8MxcSyT4MViIfN+JRXHiFQbGQBYqlL2S+OCYV7PevaJ7Mg3TBN970WaQOV7DJRrJumqS6fTJkITBKmTK9kmU54HU+vN3EK306FYKhn01HeUfD6fp5QvUK4OoDyPTqdFFMW02x2U8sR7d88eQc4N6m8bX0UmDYjjmG6nQ7vdotVu4vmyB83OzfHhRz/h6LHj1OsNQ3+Lh22pVOLIkSNMTU7S7fQYGxvjjTfeIApDJqcmTYymHHKDIGB6ehqlxOqm2WwyNjbGRx99RD6fMwfT+yZzXFMsFNi1axfnzp1j/759TE5M8u677+B5Hr/73e+5ceMGzxcXGShX2NjaYmtnm5ldM7z1o/OcPXuGSrliZH2xo+/tHIYdHvL9/oOVWc+RnSmw+7SHxkNriRvN+T75QgE/8AmjGJ1kwJnZ1OVgYppGi6pL4EIf+m5e00kOTG8iKLXxfka7mQ2XiqetL4tHkMtkHb7nQV4OzoEdyLCuPrrvZI6hYhVGz6c0kRYpeJQkqESZ7hbTmVpTbLkqdupJq8w81BYgT0n106Zr1wgV7NAy28dqiQzz+n6vMAyyWj3EMd+espJUpph0Klq74aE8Bw8eZGhwkDvtNi9evODFixcS0WVyYu2NTYxthFLSNPtKMkKzC246/dTSeJCoxNlTSE6xfSAyarofRg+CADyPqBfK1F2aks8pFFn0mU2bSVKBrG2guFVTWFQy1UZTGceAvH8fnIbFXWuvjybXpsALrGzEtjIHKt26Z4ZyrP5HmZOuoljIg+dJw5tEhN0uxVyeV8+c5fD+gwwND1EulWi1mvLingJffr7daZNr5ti1a5qPPvoJI6MjJHHC9K4Ztra2CYKAo0ePUq1WmZ6eZmVlVWxFjHH6+Pg4p0+fZn5uniRJWVldY6BW5dDhw/z0L/6Cu/fu0ml3JFUhjhgfH2d2bpa5+XlOnTpFoVhmfX2Lbq/NQK3K+PgEYRTxYnmJXC7H22+/TZqmXLt+ne36DteuX0MhGqvR8TGGhocolcrsmt5Fr9djY3OL2bl5Pv74Y65evcqjR4+5cPFLU9xF8F4brJHLi84tToS6l8SBGs+ePeO7q1dpNhtUqlVazSbPnz+nUd9hZGSYRkMyU1dX16lWa7IJBz6lShk8Zax6IkfP3rp5k26nw9jYmGuktNa8eL7Ew4cLxEnM0NAQu+fnGRsdJ4pjYwmSmI1UMzw8yitnX+PGjevcuXOHmzdv8pvf/BuvvvqqGKWvrfLlV19x8+YtUB67pmYZGR4l7IYMD4+wvLzMg4cLPHn2lNm5GYJcnmfPHnHx0iW++/47hoZGZEI87LGxsUXbeGcODQ2yZ88eFhcXWVlZ4bvvv3e6nN179pLolF6vA1qRzxccvSwIuefE/so824mxIIqNxZEfBE4O42QvacrO1jY/3LzNQLVKrVaj3W7xbPE5mxsbFAp5isUCe/bsZaA2QLlcZmx8nLXVVS5duMja+hoaKFfKzO/bx/DoCPmgwE69TnVggPGJcaampsgXilQrVaZ3zeD7OdI0ZWZmjvn53YAiTiJ6YY9ut0scJwS+fD5P2cER8TZU1rPNsh1eVigtMyQNj8UtUtkYvMx+xRo/OxBRKYQvU4ZZSl+qQbKEJa1EaqPUCaVtq2OWuT2spqnT5aJSFwdo9cQWMU6SWD4M5j4lCbm8aEJzQQ4FRPTQ2qNskGOL9tuUkiS18gIPP/CIQmXyf2WQITbIiPJkgjtNcJpCJ7VwG452n8bSsElimLfAM8EfKXZAxaKy/ZS8zgouNslDLolpCPtsc8KoR6crz34+l5fDuHldH99ANiZnOk5MUpgBbXwBNbphTyhN4xko/pZZyo/ECuaxg1pWLpAkMuncMWvPIu5JkmR2QFZWYOhNz/MJTH68NtQrGmk2u122d3bI5XMUi2XJjzY59Wht5EEyzGX1nXbgUCdQ396mUCwxPDTE6Ogo1r9X2I7UfY619XXiKKZcLnH82DEnDQnDmCCANO2QCwL279/P+MQYtcEqW9siCZqcnOT8+fOMj4+xtbVlWAhNpVhidGyMfQf2Uy6XaTYbjI6McP6ttwgCnx9+uCv2ZqTMD81zsnaC/fsOcvzEccbGx2k2m+Z9yjVKtTTkSZoSWDZWW5cGzOCZQvkBOs0kHqLRlnUeeDYC2HN9R6qTl8A521dJ+lZqH0CEmvbcoUMGvnDr2/UDZHMiwhB75ndbEMGymR4yhCR/5xsXBK01QT9Nq9M/m5yzH8x0nNo0jGks0LrG2lxYEa3nGrq+FeUeaPv3TmTuRO59iRg6a5hEs5k5mvetUwPb+u5EnSRiC5Bo7U7hVrQ7Pj7O2NgY+Vye1dVVFhYWOHHiBMVikSDIQtJ1Yjru9OWTkv0cQi2nbsLL+aC5zUiTKPM3ykwqakH5rKg/ayaTLDIuMH6QppHTWru0Am0WKcrqHBQ2AkuDiL4TyQLX5tb1xxZldAYOcQgMRWf1X2hc8+uZCdRCsUgulweMIakxNnUIp7FuCPyA6eldgoCmmtDQeiJaFi2QiLNj9M4OlXKF2bk5pmenhXpoduj2Oqyvb1CtVpiZmWFmZoYkSYzuSITkgj6K/1mz2SYMQ8IopFqt8MYbb3Di5Em63a4Z5Oqi04RypcL4xDhBENDudKg3mgS5HMeOH2N+Zl6Qv41NPM9nZGSE995/j+nZGVZXVsVfy6CrhUKeMApRymf/vn30ej1evHhBpVLh7R//mOnpGa5fv8ba+hq+71EslSkVS6AVq2urzMzOiO42DJmZmeHUqVPUajXiOGF7e4ednTpoGBsd48Tx4xSLJW7evEUUydBYkibUajUmJibYtUuudaPZJJ8vMD09jbVXev78Bc+fv3DImt24RkZHmZycoFKpcOTwEUZHRum0O3Qc3S7TianWzMzMcu7cOZIk4dGjx/zrv/4rN2/ewlOK9Y111tbXUcD8/DwHDhygNlAj8ANOnTxJs9lkaWmJzz//nGajjtYed+7c5fKVy/S6PY4cOcpQVSGzAAAgAElEQVTk5ASgabXlHnY6gt4Wi0VeOXuWK5evsLi4yJ27dxkYGJBNZWSIXE6aLuvF2Wm3UZ7cGzfooYS2s6EGcRyLbtH3ibVJUsGuK00v7LG0vMTNG7eoDlRpNhs8ffaMtbU1U9g1s7OzlCryXJ4/L560pXKJgsnM9YO+yDfPY2x0nFdefY2w1zNUeIHAl0n7OI5oNltuA9CYTcHUn1wuTyFfQimcXCGOI6HgfccJvdS0OJ2a2yzS//h3WnwPPQwSaw6xQpdqh0aCNk02fbII8zuMUbffV8Ps4dLppLXVtSeuYXFDKlqbhiDE8z0j3VBich1LyodF1ADiWGqn7xlXCHd/LaIg/+MaFEMf22feavr+3JbE/Qy4z2E/TjZ0Akki+lQ3se/2tJeHGbLtKNuftNmD8vk8gZ83xv55klg0072wizbrTjSbnkv8SeLYWetoY8ED0sBa9i5OEpPdnrj3F5uDoL2vFgzwDA1p4+6iKKbRaNJoNExSVMFpF3OmSQODSJpnWuzSQtI4dQdVbZ6jXrcrkjQFuSBHPmcbx+zaWnDKHlZsI4JWxGFMnLQEvbTsl84GPaOoQ6vVdrIEq7EMgkD2hyiiUCjI/IXWjI6NMjIyhEbRbDUIeyHFYpFabZBzb7zphsw8pQg8H5Tsoa1Wi52dHQqFAgO1Km+fP8+hQ4fZ2Ngw9Vf8fMulKihoNBu0Wy2jtzSSh0T0salO0b427yk1NlSpaQgNou48lWVewmoaswSkxEy4pw5VTHW2ti0zmYkVMrTRov8u3CV9uS6Io0rat449PC8FsrWamAFh5WUUt11zAoApz033xNrGP3nG5SfGHU+RhkUnCaSJ3DzPF7rCNGrKTt06FEuQTK1MnrRpquyFsg+Jjd+Tg6w1sgGtswXrWtq+E6Ns7LjClhjBszb2M90wpNVuUy4XOXr0MDduXGP5xXOuX/ueDz/8kHKlSqFQpBf2zMfUbhrQ+iQqz0PplFzgE/iBaa7E4y0X+CI+TlIiIzRXgPbsg28j4YyRuN3MjBZJToCJu8FaSxKDGZfJNC/CMzsWOtWZQStodxJIlUFMXbHULxV/uWa+5H7n5DSaRLE8aBqUTuWOGcsgpYUel1heRZRE6Dh104kkCZ2eNOfCHsn1EzS1aw4T2iGXYRgShZExgC1KoxmaqVolSES31xWPOz9wn8U2961myyCKQks16k067Q5BII3w0OCw2cSNoboWAXu3K1QMwODgMK+9eo5yoSi0S7dDEgs6XSoXOH7sGMePHcveg1agUnphj15XDgDb9QbdbpdKucLwyCBz8/NMT89gJx5zhbwp8DE7O9vG9gK2treo1Wp89NFPnKl5psGTGK7x8XHiOGZmZo7NzU2qAzXiJGH//gP4fsD09BSe51HfqTM2Ps77H35Au9lCkjYginpEYdfQf6ACn6HBQWamZ/B9n3wuT0rC9s42nW6H4eFhAIrFImtrK2gd8+677zEyMspXX33Fs2fP2NjcQKeS9DE+Ps6e3fMcOXyUmZkZgiBg165dvPPOu3R7PRYWFrh79w4LD+8R9hJarTaepzh46CAnThxnfHyCJLH0vegJ4yhlc30b3/M5deoUK6srPHjwgKvff0e+UOCdd952w0sio+iyubVp0I0hs9GLqXn/rLjYmXgZdaZT408qa2dsfIxTZ05z+NARwlASiiYmxo2NUZuNjTWazQbrz57RaDSYm5/n5IkTzM7NcuvWbb67epXN7S1u3LhJp91jdHiMgYEqtWqNpGInWGWzT3WKCo1P6J+l9mCajEK+iFKB2EH1eiSmefN8yxRo44ko9dQQG31fomBDKTwCk6NsaadMF243E98XRFErY3KNQR+syTnGp1Jr94xa7ZbGakxTUjOxG8aRgApgmkNZQ7IRxcYPMibwi1ihf6q1cTLQkCbm4JpzNcN9xD9D+DB7QZrYQSjfTZpaeY58VsOIqYy67meZ7H/L8IykxiiP/5+sN22y67quBNcZ7vBeDkCCxEhwBCmCA6h5luySytGl8hdJ0VWO6HD/ua4vXVFV/aHKrnBIFiW73KZktSjZEkGRGjiJJok5gcw33HvP0B/W3ufcpGBTIIHMl3c4Z5+91157LTrQTKM800qD0thLNGwGLOjzT+SjKoeNYt/kjLN9vAFpQku6AwlgokXPCWTJO/jEQRm+a/IiwxSw3Qyli6VUMo0pvvHwjpzSGJP4WjNVOT4+xvFqhXGa0KVUBLv1uTnnECYqnYQ2lKIyhIDBjAW1hvkY/y1GhBzgrIf3tiTxOQPZ8LxUWT1IYpIMObgmUqaIoExGjFzHCt4oWy8biyls+fmWgzsxBFjhCmZDa8qUUfjb0xSxGQZ41/AM9yfVKTQxizKPYZ1D1zXo2hYPP8yCu6g4pIhxIE9+HEWIfjYw6K2D8aa8PxiDHA1GMXBofYu+NyUuTIH6qBnq3W6Rs8EYR8RMNYkpSDGWo+zLuvadoTOTQYX7rDy3kk5KHqbBwhjpUEgyz3yqmniU/eBk8Fach2iEou8ww2vlm2dSLTAVjp4HGq0qg6BTmtRlWYD6MmKM5M5I4qNJkN6PgXJBRKpGx5IVKcnkxlS7I8jf1Uk4ZCF5pgwj8jTeNdAooQFptVrhodOn8cUvfgm/+tVr+Md//Ee8994fcOf2HZw+fYCdZY/V6ohTiWV0vlahMVCepXENK9+UJHFmNT1JxRzBQQkNvJQOmckESNVaifkeXWoxTUGcZGpSn1Iuz49uAdq+lio5o05jWVMWBtsodSCmEOAlwbSWAsQhpeJTmuW4MKifm6UNNp9QTUgIY+CkLIS4K/wdGMDb6kc6DIOgJNJ2UScGQFokBs4yGdyOQ6nGYkzU+RxHqJNREnRTW0QsYHKRzknlcPUsZoRP5RQdldYlqyRWwm3bIOaMOEyYAu3T1uuIKYxohIzOZy0aXNLKYatlKpOfm80G6U5E11IX1IrjwiRBKAv6a2Dx4MERjo7oXNT3C5w+fUDU13kgV7F3bVE88cSTuHjxEvp+gdXxGgdnzmCxWKLtW6w3FKVtGo/nnnteWksezjhOhYZJ9mTiYEUiOj6MbIeu1+vy3L7yla9gmgIuXryIW7fuYAojHn74Ibz0yZdw4cIF3L13j96004TtMKDve1w8fx6n9vexHQas1iuknHHx0kV869//O3z00Q18+MEHuHnzI9y8eQuLvsezV6/ipZdewuXLlxFjwmazwcULF3D//iFOn96HMRk3b36EnDM++dJL8N7h5R/+EL/73e/w7jtv4/gzn8LB6YMSkPueQzcqyq5DFcrhKoevc5RE0WBoSbdRfc1Lly7hS1/6Mj7x7Cdw88ZNHD14IJPYRO/HacRmvcYHH36I1XqNMwcHWPS9WLd5PHjwALdu3sLdO3fx2q9+hQvnL+LZZ5/FtZeu4dSpfXG8GbAdt2gb+uSqd/FWqAaKBOlA0jiuMQ5DQY50iGs+GOFUacKgJMW6j4umIyovHQYguFK7Q3qoMKay+2NLgDYw4hmdMqeUm9aVGJZnx5S2/ZMWlHLdjcgRee8qTcex+PaNhzUOnemwv7cHZwwLs2FE005UgXD0KzbWFjUPTWyUP6fIFMDBLh2ImieOGs8VsdJfJW7YmuTMByPHkUUiUUE9v3KJBTpUduKwBQeDSB9KGIYJ1gzl7BxFIaFfLtC1nRgb8JlHQaUyhB/nHICIaHVGm9x/orSklkThjw/ivhJihM2ZcneOiXdMVX84CbeT7V86ZznnAY2tcuiFpAkZZaRIB/FwMugURS3Buwy0C3RNxjANIoOlk/QyqStcUS8DUikRPEk5FrBCZe1grCh+1Hyk5BCz828uq1bTJoh8DTmkwCQ8YMZVUgQixklylgz5eexpJhlqggzVjsMI63xJMpOAIgrylMTZGElyKSGlMl7KdYyRe7wRqoDS9IyzSEknrBNCNEgytc/ug5ciM8w4unKOG963t66ARlXaSdc294TmX6XwMh8T2be27BHMOjdEQE25V83XOPyb4bXynWKU2krze5TNCUCQNwinwvDgTRlON2aeTXlyp2mdcGKzQgIcTK1mtbbViWErSUOeS8SUSqwiaDllBEQgRhDbdLQI4/+DOlMbpFOn8fTTz+CFF17E9evXsTpe4e6dO3jmmaexlE08jGOBb1WvkGTviOJlXZA/UzaFtmZdO9NKipVoqgilKf8p9b+xhSzOibxY+ApKC1DIuFb7rhwEmoTqBJSdvXRnLSZlrUpWeWIxeXJrjCa0QHlTWkFpXaCf6a0DHBBhCi9JuRvWm8JJ02DtBd1y1iEI98kaQ8N5Y04gh6qSr+R66mzHEtDVBQhFfgSCmNjSSgkxYpwmGJk2894XDmuMAU70/oK0i6ylvVMQIXrvPdI2YTSjJPIkEEdOSAnqSg5U2zbwnhpeo4gxE/VWC0DhCjvlLLGtowF4CgFTiGjbiVOlMZVgHeNU9lDTtNhshqKraq3FdrvFasVn2TYduq5Hahy8j0hC2M+6VmGAxOBD+7OpBEhVPDh37kI59O7fvy/ODIl2nWfP4pxYdqYQxQkjoZHDZjsOWG+3ODpeoe08Lly8iEuXHsH04jWM4xbHR0dYrzfYP3Wa09Ux4vbt23DW4atf+RqefvoKLlw8h6bxuHfvHowxOH36NF669hKWOzt48803sOh7nH34YZFWqVy3vqd7jib0ZWhAUH4JJTAwhbOlE7VBEKO+73H61CksFotyILWtL2tHpzcfeeQyjo6O0TS2THVevHAB3/jGN7BarXDz1i3cu3cXi74rnLumaXHr5m28+ouf4Q/v/QFnzpzB2XNn8fjjj+Pg1AFNFWYomjG5+Bqr2wSFnTXm2BMHsmZM86TFOgtESZasdol0+KUmU5CBKO43cm+dUYH02pXVeMx9xgGbKMmBkQMoSQzwznPq0lQ02Tlb0AzV1vS+oe2f4UHXNi3Soi8yK9M4oW0awFBUW+Owrn+1HFVumPq/A6oh6Uv80jha4y7q+YQ5ComP/VJk1UIH2xizgoAsTH6GYQuVIwKAFFnQhsQuS4zUOTTGFL4hEzgif2Ga6AXeNHJdCcoyipNoXEbSMzJ42DPR0C4OMIwDpjCWASYCDk6S2FQGazTp6roOfb8AYGV9Cw1ANIqzPEcve8xaDwQL65JQBoAQSI0yWQZlnUWW965cSr63jBBG5JxgXcekKom4ufL+nEq+8cw0jrxYoJW8gANNwzSwcyn6lYAkilY5qbHkBJoEp5xhYkI26cQ6mCe0KYmuZUxlYt4aATEGSs3ps2KBRn1O7yvYkvQElQu2gl6bBNgQ4aKHbVgM8fP5PtpOuyECyIm0lG94vlANpa4vXbMGgNqHOinwIBqkJgvdIbeVa2oUcJQ5Fs1BlU6AkmWx15Ay1MwkCchEbUmUotMX4rGpbYgK48qnStABgCY7tmgl+4UijZqdosKogIhq54rmGRg4DWRG+/G52Pep3ZNmxfoieJ+Gx7AxyFZfmiKSTGZRElEuzmEcsdlssbe3i8cffwznz5/DzZu38JOf/ARXnr6C0wcH2NldIh0JUgMLxIQcktjvzIJOlja+SBWFmBBSABxm031xFkyKSppU7tSG1NdknYPLOjikVmxVlFfV/8lBqBwaI6P0Ket20HCn0HMuYraltZSVlyltHdk8882k/85EU9EvVnYGoAF7IuIHaXEYA24kZ2EM3yOMQes9urZlsIkzUrnlYTZO4mdryJ2EZbXUeLaKkugT5IKSaGsrIhkjXBeecl6eBcVhCd06b+A9N01MMgCQ6oSbKUhrnbJNKcM7A+MAJMtJecvWoroVpOSAYuMowqtiJZIh0inJyKHkhffLdcTWyRYheElgx3JNUX43MtSgh29OtAwbx4HvNMWyzzZmgLNr+JaVM0nO3Aul9DMMijpoBNSWEZMuEdyPWdomwOFhwmY9oO184V4h10JK0Y3tMEK5vt5bDpS0naAZu1gud6kJO0xYHa2w2ayRcsJiscSFCxdw5qEzcNZgGJSsz+Tp1KlTuHz5Mvb39yn5s9zBrVu3EaaIcQxwrrZd5S4ljsj7TZBAnOBdLmK63nkJrLEcvhkZ0zBgGDbYbNeYJiek+5EIi9jgNY1HCAHHx2u0bYuDg4dw9ux5OGfx4OgB7t67gxQylssl+raDAYcH/vUP7+OX//Iv6Bc9FsslXnzxRXz5S1/G5UcvY71aUw7MAG3bAS1XpA6Q0Gwhw3kWxM4a5EQr05yUUiRIzIw0X2KENVSYyIrOqa5uKJO7iuwD0o4ChxGNkeAtCykl0cyMCdkZoc3Q/q+0Jk2NRhrDi1IEKNFlE0n4mtwBWdDCrrTvKYJNjngyKPdUEpIsUj6ptok5uKKF/2yfJ/NHFoo15tU/K4hOonVk33dYr1Vku56H8+/XX/pnERmIAYiB+6FtAdhyHqiNYIoJg/CLtQAirQAS8ypSap2rrdgkLfbEaW/INHWKGg+9VgklnqhdJwQRa5uW3bhxQhQ+u8aaGI2cNVIYwIhFqCBt01SoXG3TFnFzJD5LKh4orz/K+TsANsO1Dc/LaZLWt6oEOFjnEXNACCPiROpV07TwjcMURhyvjnF0TIetvb09UK4oyL6sdrBU6cqgRwfzgyFMAAx6O0MqLZNOFXmPMjRnvYPzDVzTIMaAbBKMoORt2xFkSJXeoKinN9TyHSdtXxu0HZ9hKgh9Boy8f75kyYEcjFVOoS2e4BS7J3XMlgLHghNd8/ZyBnKa8ZRjTUB9UxURCijHfy8EAEVOuQhljTM7LfFVwComkvyj4hyjm3K+EQoZuQAYfFhN42WD1URT40zp78u/K6EzzT4zS1nLB2eRIELJJYExpf1iVZespMk1QVKkrcCvMjBiZ+lUDBGr9QaL5QKPXH4Ely9fxuuv/xo/+MEP8MKLL+KrX/tqsa9LSvqVxMuAG8tkW7SOmDRmaQEwGVSZhdISNtoymhHW5WsVIbGtlc1vgZxghY9E2YfaVlGl/zn52hgKHmv7pMAr0ppOmf6uKanemj2x2Ek6rjyreWDV1l9KPBC8b0BbJyYYQYKHl+q+tM7k3mIMBQlQIrCxRH0ygCjt7aT0BnEmKHJFlt6s0QQRqK6UB+tYOCSjOnppdlAqD8ag7zq0XSv3qhQCU0Tm2X6p7arGNzL9F+B9IwR9R7s4Z0THLyIlIGeKznYiRszhEiYb6uXKwKb7wJZKVRM1vtMeOXOYSJFTLRqUF1cHC1JBOubtujAFJJPh2hYZM/eAXNFjYyzgBNHXITRF7KF8WeH/6T6OCdthwDhuy/7lYEUNgkmCiNq6TVPEerMhcqHJDGpwhCQRQMYmratWrFA6+C4oA7XdbjmN7jjVtx3EnWKaMA4jmpbXoutZuchRBJwziGzofq1FUUWLqPfHdaqfVfhictAP4u6BIsVSBcVVE7BpG+zs7mCx7JGjoLvjCOc8Tp8+jedfeAFN22K9XuPGzRt48OABcs5YLBa4c+cO3n77LQAGly49gocffphWqGGSidVBkHor6zVDifIZBhA6j6pMqLCwhGqJtdJKTlmmPhnjjJe4IAUp32eENUxSLSwSajGrjh1WDxopMDUG5wwpokroKomctRYO86StfEX5msWiF+tSaYllQT9hShHLoQ+hAQVBrIwtcfAEVUp+ltWzA/Prmv/3zNRCYrZzHovFAm17XM+w2RrQeNMIT7wmkeRyagu6aRs424h2bJYY4QoCqOvIaacgGagUG+VztEWYRVZK0UbRlpTnTuUAQQ/B9xBmQIS29AvaJsL0TjiW+kyIAnpk6PS7JvBKDeJAYkoZWBq0jZf3Q+MA3V9KDdL4rIMyWpwjn3TCUpHslBKG7QDAYLkkeLLdbnF0fIzVaoXlYoG4WGDKEJBnfl/VISUIlSxLR1Cl9Nq2IRIJXTtG9hJEMtAUoGGS9UUVB3bOWKykAnopzSSDKOwwjJKkAzF1RNdnxW1OCUkqMv1zht2aeCtnVAs83R96bwXkEWCNa7dO76u7VtZOgZmf7RWwy/PPmp0tBgZJ1oS2q5EruKLSPX7+jfNf2ho0ABGLyEQuRML16mMpV6Orr/zOQymXoRb9/DJLlDOMqUmmBrkomzMhFZ9X/Xvl6NTrrcgX97xFTKFMZ+mhMYwDhmnC409dwac/81n88z//Eh/e+Agv//BlXHrkEp66cgXLxRLTViQNEr1TjLNA9qBoZkQGJ/eIuIRiN6QJg74s5+kdGRIDCVGwCv2yYmuoc6jald7BZgsT+YyRmIB6YwVSnifzGc5btIbJ6hSitEJNOQBDVMRRPZldCbJzpEkdcWLKRLssEAKdUMiFaTBNEdM0cJBDKy5noe4rii5MUyyOMc7LxJpUP9ZaRNFFc01DDTVVqpeDKRRdKlsCQpElSRGt8SIOrAheLUhKlZszmtaXpCtJkIJOKhKzRwi1/eWbRqgCAd6SnxWNJO2ySXOUxD9FhDjBWrb9mU2Skpwzhb27psU4ToXrWINALoUXnyuRxMWil/fCYsQk8neNjSWISNkiB1aDnCPG8RjTuGVLz5vynCHlk+6plLM4IgXYDISQYZJli0X0Jb3wmtVBQxPZKIMPbSvakTmWZM0iY9FzKnMQThjXAWV+VO+ubVsUNlJkq3wYhnKgzEMPUdkJIU7yjun0MYYB23HgFHOzKELQ5eCRBDimAGRe32LZoWkb6NRvRouMiHHaIsSxBHPV9rOCsGeIU5YmkVIk+48VXdM0wQ6MM1GuQQN4TBn7e/v41Kc+g+effxHb7QYfffQhljtLXLhwEZvVBu+98y7+4R/+AYeHh3jm6au4du1FXLp4SSwwG2Li41g4TIXrJGshazzV5EAOqIoOyH2z4hFk0tRhxNmDz5hJd0ikrkUpO0jZC0KhSXZEQb4YU0auPGtljc4QyJIuJSgGoIUEeW2UjNFnnlIUnp6sOXXfIsACLcq5r7Q17iVWTWWv+VJgz844k8vnamEELdjUv95qrI/1mUuirQYQJ6hZAJSjH+NUYr/qcWYkUBaHbUvfeGyHQboBRHmnKZBn3bSkSrQNwhiwHbe0+3MWKWb4xqPtOqFgWPi2gW+INnI9s3hQ/2wuiVqgs1j2wrmlc804jDxL+x7OO0mCWIRBkpExBGykmNHnaiTZmsaxxAXv2GkxzqBJRAOtZCPOethCQdBiJ1SkzQX5c6ppbMcBztH9TZ12EjKStfXcCEFADMYYts89ppCw3WwJIkjhYWAQkkhPWRXHB5CtODRtAdhCk3MxIycD51JJ2EkD0M/ImEZSlhTdJZc0oW0Tmq6lBadQNUoCqbJGsjsqcFfR8iiFGO/JSIdBErlMhHMKqZzDNYmsHbSsBbaAIFWTdZ628TnaTKTTSkFnBVEOMriEbMp5qxKB0OpRgU1NCvUCUma7tRApUTePooR1ki3NINpK4CYkLklQVT5lGDRV6DpnyDFjZNELujm71Pk1UJCWrVJFVGAAZ0h0nqYB6+MjnD93Dn/y9a/j5o2b+C//9b/ipz/9Kb74xS/hypWnsbe3h/XxRqrDOoEHSa5yFm/VTDmeINqJeu9MQhhsCgRsFBmt18b2Z904IUaElEr1MoOLSpDSoG+ljQBNuqU9SYssmaaSA1RbvRr8y7WAATvPKhaFi4mEUetrGLZoGocYF5LsCgfWe7SeE39WAAZFUYdhxBSDCDDnQsaGJPxJn5sxsG0D9dg01sLB/VEg5sHBtvA4TkguwRsv5GlB37wTtJkFTdNW/TJkroGYRVtO1pa2KZvGloPPJAufmuLTiZyRky2WmGwloBzK5GbOEtSY6NDgHPqug/MWKbtaMRbl/mrLFmKg0Lq0tHTdcW1EpGyE7JDKn2vbSUn8w3YE8oqyGl7sJZ2HMVLsaSUaeTjlnJjkpcgJwn6B5aJH42xJiCgfwul0GBmO8A4hEGU0CixJEguDcsA2TctWYtQhCUfPa0ibFdRAHYcBGZkuGr6dJciQ4MbASVs3tvaGYUuUIy+gQ0dc0hIw89zLt+GeAwrinxMHoSj2XPm9OuighyDjnYhJJ1EtEPQ8plzUIzQ2KsJijbbMeGDFIEN03qNfLPDII5eJZmcOiS0WC1y6eAn37t7DT3/yY7z2q1/ik5/8JL729a/j3Lmz8N4hw8NbX+RWOJEuUdOoBoXGUf4vC60Ao4eRLDwelMoTVIQJ5Z4hh04OtY1MvjrKZLiGlJw0bss5ESIRcGQWCvMEU7pHWvwzIsnZoTJfkSYK1JwjcqrTpxB0KoMOGzAGbUf/bha/CV4T/jAJh9kW7uCJdrRcf5kUn0GknOh2gpwlWYPcR8768hwBQWJm3zvv5jBISPvQkcqj2pIpJTS5Kwn8OE3U72taUWF4gL5rseg7tJJwTJN41lu2oL0BFosFrExAxxDhlx7eNdgGSpF5ZwWlMgizInActqLyYLFYLNl9ETc47xssF0s0bQtrNjKEN5Tiv3EekClxTlfzYepAJLnBbRECZwLOax+nAGs0B/AS50OZ6ka2sEZawjFgs1ljvdkgpYy2VatDp8uVYEdMGFOgu0/jamGV+WynwAloYw3CFIE8oUAwihpKoR1jTUK5jy2macR6NcH5BotFTxWHxjE+Be1sZCKx4yBFp8YbgkrWWhhRBeH6dzLLUJFrJzQvRfUhe9Q5J+cneEbN9iT5xnUaXM9DXX+aQEpaV9Y5JZ6yxMmqvsI9KkotEksVnIkCQtEIxcBYD6+yHVat/CQv1ARR2zZWsx4k3TsnAsOc85EkKeFGrvpSGlCsBZIiiRKJ2HdXBBOVvydJzgkS8yxTltwSFuzfJ/n+GixSsSoatwMee+xRfP7zn8Nf//Vf4dbNm3jzjTfw+c9/DhcvXkLXLbAdRpkw1MNLKgAxdSdnk0mN86ohGWdQMcf2s3ydthJUjchK4sggmOmyEiPghNQ8h49BxEwTVLUOVMV/wZiQUkCcRuRcwzIXDwdD1FWh6vtpcFN+KA9rbTlzI9FWr3JK8W4AACAASURBVO+3MKa2Bo0lomq9RZ4qcqlTzjEnkUnxMhkI0YAz4pvLRVkmywBpbVePW32vViakY+TGQ9no6gABotJSVCTPaTRamzkgsyqdMEJdHXhvCV3bouuZHEWtuAyvLwRKh6hTUM6KmkfaW3o/a9fx/qKgaEyyRNLIWWkz1cEOM0OIoj6zmOA9pSSsY8DVYQJjuZCUUD6FEU3r4V2HruswjQzq0zQiJgPbMSFOBY2pP6+0zqWw89aicXUqbxhHbLcbrNYr9H2H5aJD37dwrsHp/VNYrzfYbHgwbbcbTII8wBoMw4CubbHoe+QUsZ4mjJGWZ4CTw0HQpCI6Tt6ol2ieciyTt7Sb2woKTpTcCY2huI9IGwWgq1HOFtNU4CxBkyR2JeUBaQARwrepRUjdd4JAGVPVDaxFtkacnFATL1R5FlgnsS1JUbCVa/MstECh6mmK8N7h0qVLeOTSI/j85z6Pv/rv/wOv/PgVLJcLfOZzn0HbPUL5mhiwt7eHvu9x+84d0cdMUJ71jFZ4AhmDXjdI7UCu3Z0k+8sYcEoyiyyPm1GDLJOnqI41hihMVumwNKNVCI3HYH4Yo3RXlIKiE+468Z9yhs0ONvPcMc6idZ4txnEoqKNXL91Yp44bQZy12MjISIGuWKSP+NkzkWOjxBdTEPDiAWw0+dNiIpaEKISERb+kFaVlNynPuh1KHyFiyoJS7Qdz4rkHkzAMDzClXJBH9So2Xjo0AIbtFt5xP47jIMkb27IxJ2radg1OnTqFtmnw0Ucf4cMPPsDe7h66tsM4TmVokWuTSbhSh6ZxxDjR9refAtqWHNO+p3yStRzWSzEhjBM2I3Ual1Jgxugx+FGK+QFqNqBC3TpIxKKR6NwwjchRryXDGK6JSXQyrXGYQnUbCtOEw/uHGLYDFoslrG0kz6hUHbpmJtimYffOsWMzBXaNMnKRU2obua9ci0XkTJqPMUg5YQqxPBed6t5u1lit1mjaBQotKudSLMvHIIgbm3NNURTQmJJiFM/qJOc+O67anrZW84iEUscZAjjGgtxznb43Qu0JpEPEENhhmRWPuh8ZAit4Z1jL1C6ExEcW1lrIRRZws5xDfixMNoXT6pyFL0jUTLpFD1i9kLL5UoKJiUiTcjUM4Ey9QPlCqU6ztPbiiWSP1bnC51mqVyZhiq6RzCnDDtmUKcF5EKhtG71m6puRRMo2eUwky09TwPF6hcViiYfOPIT9/X3cuHED//RP/4Rnnr6Cb33r32N/fxfDsEIIW8nYARgS652hTkCSg4MohK3tLOgbyIiKHMpDd87I1JreGVth+lxZGTqRwJApupxpwxgjspHpKTOb1gaTgJKEJK2Qo6CfgLVM3LdbWl8pqmKttvmCTLKRg8TEFYLGdVAbR2sV0ZV3xuxYElIeYpzQ4zvpu65MNBtkBJArmpDRxlY4dTPuZ2IiZrPsRKPPLov8xSSoWz0MtGVuM6S1ywSB2pMBJueSiBdeqRzszhk4L0CrVm4xQv1kY6T9mBWdMViVPXIiuWDQOC/8XE5cOxi0voU3DWJg4AGIlnHja0WoSHSSYEG02FoDI7xRtmtH7olMbS9oIEhyyBqLtumwXPJ5sThLpWgC6nvNUNSUvF3lF/nZIQ0NaVKFhilg8g3axsE3VuQ0HKJ3CDGL7E+QVq6he1FLQrtvPNKKE7LBRphM/uckvKnGe+p4CuLkRc9Ug6kxBiGMOD4+RuM9lgtK7yyXSyyXSzTOckBDvi8FFiuaSEzTiDyp77qBF2PVqHzrVBUa1F1FESP9PaUkA3i5BPF5twXIMgErFnFZsOFS6M4PByOyUAERRJq9a7CzWOLMQ2dw+dFHMY4THj57DucvnMOFcxfQNR1+896beO36dVy8+Ai++pWvYLlYYBy2XDPSHi6RuqD1qSCBJle5HC0Yc84UcpbJW2tq+ypLV8QKOpnhYK0KVSekKQmHmYWjQS34jDNwDc8Ea0x59nymDs5XnrhyeZ2h3IuzDtnmIs4cHAfQiIIkWCu/i4OYmSWmSd4jdUx5OKuotUHtDpRYK2ufHtNaQLgT1woYJFHSUOkTjfnaLkd98gDA/dF4jCMdc7KXYcE8wRiHpm2LFmmYBibPUbIUy5/pLAdqurZHDAnHw7roPmbBbLbbLXZ3d/Hoo9SO/eCDf8Vr16/j/IWLOHXqFIwFbVVFjJpx1EknBbC+DiLFMGEaJ+hwjDEsABOo2RozkxNnLbq+Q9f3CMHDOkqPbYe1DLk0WC53Svu6UgK082bBWSwie9vNgHEckI1B1/eINsOYiIxYEEFjgH7RYf/UHpqGFopJQBhnHSgCIAlq01FJZBqoI9ryeVKyq8Huzl4ZoPHec7A1RJmpYP4xDQOG7bZQHnhUS6dBgLlpHMkBFl4/QPS/aztBrzk5rdStEEJBa0kxcjIzUHMiHRCmWQgLPu+0QKZOqdR5IE0mYDuNCDmRqymfPQfujKmoPbICTLoX8iwGmpJkarcXgmpCOgnMcwhwBRU4T7G2qrV9Of9VkjOj7Y/qt6yVOn+QKUkDIC3PpGgZ5AFVhIbomS0ImrU6SayJJU6W0uZj14OTf1UD5xw1qEkqpRECVus19na3ODg4wGc++1ncunUbr1+/jh/96Id48qkn8fzz17Czu4PNdo1xZOtT9c2cTJlpsOBhTLQwp0oMTimLyr8rL0uTzUJShqnyQoLEwdoT96+5Z4qinQRyO9jasYIMmJJIWkP1KpW5UWQwhIAHRw+YNHe9BAix1rIGJjJAphgoO2MoXaK8u9JC1LZRkmtKWfS8UAYFNEhzk1ZHCf15STihhbcYKDCfrBzIGWXCK8aEmFn5j8MorQW2thXRnbcGNBlg4hCQbELTCNwvaKDzHn3XlmdQeJ6aVOmggKxxDYQU022k2iKaqfpXObNqtZ4t4qZp4ZwtrkUxpFlg5m3SD53vrGm8cI8ynJtr0KXy/BUZ4d+jYMrW0UeWXCZbbNb0WTrnKEorz3uz2SAjzwK8UAciUbGua4nAiizKKGRvktTJcaWzU1UOsLMDWtElbXeQS9Vwuh3i5DSNOLVPCRxdL4Ag3nBl4ptoFV1T+j6Ls4hjgshgUBJHxhy1tquIURWrFo6B7N8gFbuKyxv5K00qlFOasshNiYKDaqcqPcbKgVxa9zBFHN97J3Iy2jaKkIF/pJQxhgFJOG2nDk7jqaeu4NFHH0PXNWgaHkR37x7i1Z/9HMDPMU0THr38CPVf+w7G2jrcZhQ+RCkelI9KlDVCKTXIsr4zoG43jFM1KU7gsB4t+/hMx7F2F5xonYpQaYlzyrNUibWmaYrkmLWW60YOUn1n3nMIShFxBSCaxtfrkrXkpM2vCXyanwX6NY4Hu/Kf54WCImOKhOo11JgraJat66XrerStghx1GIv/V88z/ewgw28mCudsmhAbj97RpWwcRklaIdy56qvOrhy7NSFMmCaN445nb87YbjYYxgFnz53Dcy88jw8++hA//8XPce7cObx07SXsn9oHkLFZbdg9lOKI3Qp2abquh/f89620mJ21COCZB0HhMkgjapqm+L8rBcAYoMudxERXkEZ9N7q3h3FkoWRnzj7ScTCGw13aNnXOIRvaIO7v76NpGuzu7gqfOBAlNlYKHFsSOvIFU9F6VE3p3d09xOJ2k8rQpgiWwkKGYxL9o6cxwHRE6Z13WC4WJVbONUIVtYwxwXmHru/hmxbM01R5Ist7VRk2nsdtR/77EAJMIgineqvaIXKKoZV7Y/KdYqTO8UDDEisFR+U+a44EFHe5XP9MaR1ptlclXPAHmhlVSrJ346zkPgFjCBTGz4mJY1LiEgAl4JeXLz8sZ5FacfXvGTwF4ROUkhwDoHGOrVhjRcLm5BQP2yOmLAQGiBkXxmh7CECefZ+p7XFdcKrDVEy9JaEwqBk9JFFYbdZ4+Pw5/MX/8ZdYb7Z4+W+/j1/96jW8/IOXceHiJezs7qJfLzGGB4X7BBhKlei4EYhqEQ5XX1TDjWBF+sNzCmsi/KT4I4yh405KhIWzMUjCWwwpYpyYiLZu5pFtdFqKLRZY0QNTK6JEa60si3kcB7Rtg8ceexS/ffMN3Lj5ET746F/x5ONPou97VpWZAm+NaZBTwnqUqUnbQR0YkkjB1Ba1Q5ZBnAqBV3ShoJ8xIpsJyBFTGJACUYHtSP6R6urppJozTD7IR2a1o++YTgRNKTayBFxFOUwWBBQJKetZZsrhZh2Hi8YwwueEvu9qGwuUOmmdk4Q7istCgvW2JMQRhnZQgRyQHElZSMJJSdYyuZdX45xl6xRVOmNeiZMWQueJvb1dDuPIRHpWHpC3aDu+m3EQ6zAh2lvLiXdkokZNqy19TsVGRXIzpScK+iPC0Y1M703qWqNovbMwpqV/rfB9EOvhnAnQ0PJsuy1omhaFRP8CcmQ7p2069F2HRecwhYD79zkJrgeQcir1+pw8J+851RrCBOWQx5hKG7Xw1VISUMOUAyMLKlFVEFTCIkvCnjFOA0KcRGuUBQE0mGbhDynPBFqEVh6RLtNkEoyg35BA7pxBFEQ4Zz1IalGjiUdCQjIR23GLeO8OrCFtYoojkNfY293Ds5+4isOv3cc/vvL/4v/5b/8NTzzxBK5dewHPfOIZ7O7vlf1XWncpIhjy4JQHmTOF0JvGS6JN60UkoiXKtQ1xYoHsHCCJkbHCJVPhe+nepFQLfS0WpmkiXy+rqsRJhI8HbY3btSvC8yXEKF0TalC2Hc0cpjARmcsyKFlDMEwWS8KCFDukBGy3gyQ4bflaPfz7risuUnqM6TXpH0qpRvmg0iZnsqMJjk40l2uRzpTe6xQmDuo1HsYs5VykdJi14qaTI/m9AMI4YRwnhBQwxRHWAW3fwUtbdLvZ0uZ1GHF4eIjd/V1cefoZ/PZ3v8erP/spvve97yGGgKtXr2LRL+B9p7uWa7B0CCSxCap7COFuS/veSK8uMynqsYCzFKoOIRadzJwTDTe6mf4uKqCkHYTqbhOhw7DLRQe7s0BWyZ8QS+fKGIvGe9id3dJ5yznLecr/DpEDrDw/IQi/K4kuG39EdLXYsdYLOk6OYpKJ8ZQSppE8/Laoo0iCLHJyxlD/EhDtyCI5pMOCRr4HguJ56OCPMUwcU8pIkRxxVZ8BgEll0rL+WUYIBtmMUuAkIvEygHj//n0M2xFd0wkForaf578ymBPxUBS/+RiRUhDanJyxudIaSq4l3vQwnCKHDNU4a0SD0sDPUpqyaeqG0l64toK5OV0hWQPFuUQibJohYMYAbVPhawPyqqzTCxAS9qyNUhDX0tpGQXUAFDmG8iPLtYGJZ/k8lKxaP2iaJhwdH6Hve3zimSv49re/jVs3b+LnP/sZXv3Zq/j0Zz6Lz3/h89jf28d2u8V6sy1JX5lstWwVajKX5LAELBovk0slqdPFkooZD6yglTmXRCmL3APbptRwQ2LiE2XTJUVpUSti3aTGAMY5mJTLwMXu3i6++Y1/iw//9UO8/e7b+P3vfovLFy9hZ2cXALDZbsuBZwynxbLVSTOLKt4r7xOSYJhZEuTqENGcO8GAJDy2IAhgztgKX0hbPs4Ln0YQLGrnOTS2LdxF11g0qSGiIIvMCnii6BxyZmspK8dDnxErPkWda3B3UDcKq+oAoJtBzOJ+ocmMm7VoM8rEZlMOLMw+T2kCRCPUngm5coA1WKtVGlv6tgrlBoPseMjohGQIsbR86CkrCIAUX87a4mYjZueybhNUV1RdHVpx89CpYGfIv9M2uvJcCx3AM1mjJIkGOO6HpvXwDRHcru+E/0n5Jg7EVOWFDHKbnWfgtdbIAApRUlsQDQPnLXrXIYQFpokcnnEchTPG4ZeaxIl6gux/Laac8bO9KPqxMrR1+/YtHB09oC2eWK3pPTHGZNEK1E5BTUQ1oCh+aTMoX6FdAhhABIdV/kn3WEHttWiWFR2mCTlPtbDODOB7+3v4kz/9Eyx3l/if//Ov8dZbv8fDD5/B008/jcViyeRPELYwThhjoKweClkKMFk4i6qmEAoq6mSNqGg328hSiMn+SomSUcpl02ExpYpoF8o5KzqvSRBpWhEik6qiPGt9FjwUBw78JL63xjfwTZWFM6guPzEGDCP3sV4bUBF6DtrNktJCQRCtWUWTJfEoOp5yLlSqhJlJ/gQkQ7ctPpska7RyiKuW7qygyKAZQQjwzS66nklHEn5j07Ys7iQm6ZRtpV5ZOEcb1a7rkZAwjSOQ6RizXq1x/+4h9k+dwqc+9Wkc3b+P3//ut/je97+H9WaNT3ziWRwcnEG/6EkhMtzX9JaWzkEKbFsmxgxjOHypbU41AmBiaURbUQXWUZC6mJTHmgX4kXtJ86IrF+6rsaogaIRKxmJHn6MR6oAXWpjqE3px2DI5IUedgciSc+i6EjBRB5NSqjQwedacHlb5PsbWKDHFWotksvAta46hdAwrU9iamGagnu8G5bnwfKznh777cZwI7iSRPrMWinaQPmikWwBM48RkGxZd26BxDVbHx7h16xZSTDhzcIDdnR2YzM6fqqpox8bMn6m0n+vZrACfnjOaJekDROkixVA5lAa0Wc4Z8JqAQJYsnzuj4In2RQmA86/U7ZJQRjUsuS+QBpGKaqaUgRRYZZp6AwoNzvlD2nmR2+UAhfywasvEzFi/ShMwyURrqwKQoRv+zGG75eRa3+O5567i2kvX8Js33sS777yLH7/yCq5efRbnLlzAervBMIYyEa6TWkYEsMnPgvBZXBmW0SrpBHwMUzZnSRyBSiuVZ66DLCklRJvogpK4yfWAyFJByhMpaMs8aRuGLcZxwBNPPoGnrjyDN958A6/98pd47PJjeP65F7CzswMAQvxm8FMUyjdsb5ZkKmmwlEPNWjijlAG+vDmPqNADIFW48EU0eLQ6HSdfF2IoCVJUKZ9EuSHjjEDyRjZorOsly7M3+v55lBvhZqhckk77dm1Hbpbju4ohUh4oReRMwiN1zZT/lGT6UNr4Wp3kWlBpsHHOI8QkfNxcLBJJSchIhs9Q3UtyypjkXeNjSYsxSjsw0irWiV0rqElXgqg1BtbzWU4jW1ttJ/qHxpciTtejb1S4nAHKWU6Ak/dT7b2U6G6NLc9ERXKdoIvWUWanaSnA2y96scwUuY+mgcmyNqSy9Q2fs/euJnU5CkdUEv04wU5zjpx2GCKiCD7P+YhVzcDM0Cj9/lzalkQjmMDcunUTD47ul3tNUuSEEMrnZtTkiTqnOkiWgST2bzkXtLZItGhsEpRUExLnnEhpoHy2So3p/QGgQ5Nx2Gw3sNZgb38fn/rUp2CQcffuHTzxxBN45PJl+Mbj8N49LBYL7Cx3EbuAo+OEOAwlsLCgtGW/TdOEIN70GtM1BnGYbE6h4XOYBKWyxtKHNyWU0wWSADsHa1ukFLDdRmmzejTWwsAjGUud3BQLCqiDJ+M4YQy8pkW/QJ/bUmSVYkLOhziy0IO2z7Qgh0i5Sfu5bVsme0aRkrpWphCwWtFyc7nkz5lzIPXaQphE2zfBNR5t08BABz94vk0hyPMwpRDNskTUbzkpGpYzz0jtpmTRAg7jLBEnStq1vXDpLNqmQQYw+I2ci9TSPbp/hOViiWeuPA0vxeOvf/06/vYHP8D111/HmTNncHBwgNOnT6PvOhwcHCDEiHt3D2GNxWJngZ3lDpb9LroF5Xwa1xaJHtjKUa1x7uQQ4x9x60C1D1WI0LU9Pw81WdPzmWhlkGKNG4nPKnBAZz6MpWoHYm6RNUuHoL8ysEbZN+HmlhLv5OAI0fPa3YTMaeifVxCCsW+cRha1poWzGXQRc2Xv6j2p6oVybue/YkzARH4yk+iaRekgVVE6AYXom85jf28Xfdvi3fc+xFtvvQXkjIsXLmJvd4dax/L1uvb0easPdn1FGbMvYvKaIahjZt5m1CpYhtESzzMFQFTr0iPngs7MPh6QgF/aQjODbdmrgnHrNWjJzZsw5VYAx3yDngSa2Onfyo0or6wknnKPJCfLIgV5CfOEq/x8aIUjvpaauBkD2CQtLiJQq9UK9w+PsLe3iy984Qt449dv4JUfv4Kf/8s/46u//R3Onr+AM6cOMG5HPDg64pC6tXq7vE3DdigcbRd1GnZ2S7JYJYsXfpTJuQqUW1OvK7FtrQgIp81Y/Qc4tmwbD/XvdJbJaIhV9NjJIRciPbpPnzqNZ68+g1+99hjefvstvPzyj7BZb/H81edw+uAA0zRy4g25eE07EcsOYUIYQ6mORCFl5nJD0/OySGNi60AORXJDiKjN3VGyvqlUk81oAG/ZQrVyDVbQgpxBnlVWLT7Iga1yItyk2cihohs2V4kWay36vitONzAckAE4JARrio4mGgMXYuGbhJE+5PounXOAqTZQDOZ0nEnCwQxTLIfDnCjNw5mOJmxhiuaoDMroWrdyj+Q5Ak0jHCJrEaJIOK3XIC/Sw3pW7+qW4jyKbBH3MavvGDJGM6FFW6zBGuFsZmlBJHANdX2PxkfReAswdhKeDlt+u8tdtH2LtmnQ+gap7TjROk0cTgJ4bzmLNRnXgr5jlDxPijILFEtNVP5aYxtkk7HoFwXpniNXiqZykIscoCQIAvm6FpgF0GmKuH//CNvNVJD1YRrEhjCffK8arwQFQK6HVDZJBkhqsJ7TN/gKs3AJ66RxQRRl/3NqUgtcFNQ4pcwhh0yB+RdeeBHTNGFnd4mu7/Dhhx/ilVdegTHAtReu4cmnnsL+/ingwX1sN6m4QtU2cWR7TpL+UuQF0Us0pkRlbQkrJ4qC4FWvAZIk6+WydWuRYodxDIjThBhGjM6hlYRDkRf1UObzYVuva4zIf2j7Vw90lDZp1PNBrgWp0hIAgzgFrNe0iHNOFShQfK+TgCG0rxsrhUn2mVIKxnHEJOg2zzS+QyJQoVxTzhmb9YZrkZkIUgRM5rBX17ZFnWN1vOLzFPSUSiN0VJomJkhW7Oicpa6sm6tMpIQppTIzkDLt8O7du4ODM2fw+BNP4OsmY29/F2+/8w7eeOMNhClguVxid3cXTUvHlZQSjo6OhMO+wHK5xKJboO1aNI2vZ4BzMK7qWlajDwUQKgKnPGKlRtiC+jAHcML19ZZ811YGJxeLJfp+Uc6JgsAZPkNnW9jOlWTPO18GUuf7ifEgQQGMSpeaKyjItVlbujApRqGZTYUyo10VglxZJJeYrejCt4ZSdJCuqYGIo48Tu0ORUmc5muIR7gRltdZwANYYDlwiS4NIupcJsCEig5ayvmmw6BdY7u7g7p07uP76dbz77tvY39/DlStPYXd3j90Ao0Cf6manArCx+JV5CNnB8+FASPKvIUmvhR0WIUBm3ScV4fc1MUSF+eQDio1bzgUJgalTc3MiO6d+P5ZEZk2garsGRoHqEp2LtIG2c3VDl4rGyIWXoCwwrE6RysJQtCnX6MYEAkaGhKT1Mgx4cHQfO7tLvPTSS/jyV76MN3/7G7z//vv4u7/7Ec6dO4unrzyD82fPIuWM9Wo1O0zATSVDJITmTflshYBrC8XA5swWkkwTZ6PTpLzmEPmivPeF/6cE8+QcfCKq4gQdUb/IGFW8WLTmYJEskeLNdovlzoSrV6/ia1/7Om7duoWfv/oq7h/ex4P793Ht2os4OH3ATdk0aH1b5XMSeRWum+lxScLFYiKWylKTfh2YSQURtuUfowtS1mCUSeZaqcn36KFsZa3ByIFvBM2S1yotwCTFTUwJJjsND9ISFE4k6jtRtJLJX62audxks2WDtqnfkxMTfd9kpAB4F4pgtGYALHpmSNXsl/detOCCtB5MWbN6mCqqWoqqlKQtQL6Ns5G2XDEhx4wpjML9SvCe7iWQBDll6vBZaTmTp1aHE0yMiDbCCzGdwUVpDzyQU4jw1sI0DkGcfnwIMEZ8nNsOeQeiG1kdDXLKCClUEXhX9yogwuW+kSRDJvRyhrekwBQuqyVCFUMsjgltU/k8NXHk19GNx2KcRiJ1xoj0FwuDrENH8vXDVry/JWGaxrG80zlIoEMbWd5Hlqq8FIXa1o+x7PlyUGUUZLY4AGGG0pxAKqUosqYUQwBrzc12K9xPT0HoGLBerXF4eIg333wD7733B9z48Aa++c1v4qmnaWQQp4A0juVauD/jCaR23iVIkVxN5TFXOZ1c1gdDaR2g5PaYSSIZPUL4L9MUkLEFjMGiadC2HWIMkjhCNP902EyNAvSUkmEncUJB4M/1vk7/RpkYZZfHYRgGrNdrhBDQ9yyM1I4ui8qHA1HepnCc+U6rzW0u60vjrHctrOPQS8ypDKJZY4X3KWiMQXm+bdNisVgUK9TValV8nqn3OtLyL0Txuac+rRdetSvUEcpvTeOE7YbSTs5QwWATApUPpgkHBwd47LHHsbe3h8uPPoZ333kH9+7enQ1dRBw9OMYwbrFZb4rc2DSOGIdRhmZSQc91XZa+ouEfmPIFRFwr2jiPefXP2HnwaLsGi26B5c4O9vb2sL+/j1OnTmNvb38m3VYdoPQdUVqtKb9736IVnV6dkj7R4jf1n1QKC8YJXaqqT+icF+4gE1HKjuletVIoKZLMtVk6P86JIy2TP+V/1uGTREWD0lkwJWfKWbOhCrDNHzrnTRLzAM+BwGEY8Prrr+PVV1/Fer3GtWsv4Yknn0Dbdlhv1mXfKVLJjmjlLiroxuRP92+W5LF2JEroyglIs+cJnvulC+QdfJJqSV96Qc0kYCrc6oyTQ2IW/PTrIOhi1gXmAJ2Gk0WmMhEqkM2BBsLTubwkiOafTBujTlErAmEtLbbUlcYoTK0JcIri+0n6dpaEwfINQkmiq+0x7t6/i7MPncUXvvAFvPPOO/jB9/8WP/zBy/DW4bvf/S6evXoV5x56GLdS5kRqUg6giFCrI4X8o6PzOiBjXU3wkkj7GEekMOco4hIJQIR3BrbxaLTVKhpLzjr4bGvWCuWgiEiuBGEvbjVRAl9MCcerFR46/RD+9E//DcZxwN//I5XWrgAAIABJREFU/f/C4eF9/OjvX8Zbb/8Wjz/2OPp+icVyB4uuL1w26kQlLhDv2RaSwJgltusAkErczNdDWayanJWYkokeiuONE4FvSIXjzB/7b8OQoO6lxczEi1wVkxKyDuqYmqw7Sw0x5+jVmUSfSluSikbpNSofTZG5MlAi6LciMWkihyXEEVkmyvlqdHpWpEZMTSj19yrLoG1a3aVyXYWWxgDdtR59twQAhDAgZup+OuNpIWgjUhT0JosGZeskcRZhc6QiX9LkBk5kcZAihiFK69wiG7ZHjewVlwGTmNh24gneegtnZ/tMCqFpnJBMZPIlwzk5M4k0EjgTpL2UpA0faSVGZAfQ1mfZ60IT2Gw3HFDydC+yrh7udSAPs0NfZY+0g2Ik4eBaCCHixo0b2G632Nvbw85yWVxsYggiLcLg68UZSROkDOGoaTDVVt6sCNaEkE1JcVuxWfjQWrHLLC6rBbarnAGC6LgZw9ggosAZCSEBObD4MJYo2sXzF/DZz3wOt2/fwS9/+S9Ely3wxOOPo+s6OfAyqNUqSWFJCFPZf0wIJd6KJV7ZeMIb1hawJvEwesDXta0oj5UuijonGevQL5a0HJViyxiDtm3E3pNDCzrEoEMopLnItXi+aCaBGmcF8ZT9M01MgIAs0k0L9H0PY+kSFcS+zVlOy4aYuKsN0Pe9UC4s+qZFUxQQTHkPSfYYUVJbBKl1G3NowhdViUZoS6TKGTjXIOUgblETAFAsWxQH2taXCV4LopNBulTTNCFOA89N65GTtNcTsDpm232xWKLvlrj2wku49sK1QrFKKWG74STu/aP7OLx3T+ws1zg6OsKDBw9Kwn0i7EqRTY20Sj/TJE2CV/n6+TkIqJtT6SsC4J4+PDzE/fsP8P77H0DpIWqlqXaLBXz62C8DibVa5IJfp7jAvG1erkUSn8qJBtq2wf7+Pk6fPsD+qVO0DO16LBYLsZrsijMVUFvcSktSqg8vpH62JmEq+s/k76SCDPVrU4kFVr9O1Aucd4AVd5qQ8GD1AG+8+SZ+8sqP8dGHH+GpK0/ihRdfxKnTB1wX0l2JgW5zGTOVkVKEZvLqg/LkPdTeU69baStELTNfu/x9BjuNMLIfnCPieGJSUa2mBHH2UiE2wrGDqeP29QUlBsFsxEJP4H+UxiQK/ycrvI2CUBUdRNSXH0JESFNFJTPxJ2cdYJlk5pxglJmeVRoHhYAr75UT0EbaJHJ7YUp4cHiEvlngiSeexJ//+Z/j1o0b+OlP/z/8zd/8DQDgL/7iL/DUlSvIOeH27VvYDtuyWHXzFGRKXpBOmhrRbtOBCQ4HqAPCfMPpZGgdJDCg1aDKC8iO4b/nXPxmrakT3NYIspMTn3lOGLYbPDg+wv6pU/jf/t238Mwzz+Ltt97C73//Jj768CO8//4HGMdQDpVCqFW+4gxVzqj3rOjKfKMyqABaT3EASu41oTwf6ymQ2jQNW5cyyda1Ldq2L8LhledESRfna/uGraO68HXoQBEGlc9Roe6cZGpTDhYV4OX0OJMKbaXrvVGXrZFET3xMoQEEgF6LtcWqTh4NoKVUniUxRrlhtrSQtcjLhRul30NkoV/sgNy0lvqHTUDsNEru6I6p70KSKSb4uUx9x5ThG2nBGEjRZsTSUzjAUvfBAIudJRRQXXhLGoDswRCJksRpQkwBR/cTeWsGouVp4TPR0SSDOSlVjmg2FFw3mRw2VQ8IQkgvXKiJEh4AyeTGoqIBVjdFrZhjjJQ+MjX5UTSta3pYZ3Hz5g384uc/x2azwosvvoCnnnoS4ziW9jalwXT60pTnCzBW0d3EVEcWQbtLAisIOTJUBq0em0mnqutEsgN52hYi0l16JxYmyX4W5Qo1MjCJU86nT+3jy1/6Eg4P7+H6r17D7Zu38fvf/g4Pn3kYbdsINyvUYtfVITZAYyQTBOMMvY5FJkoTRRb6En6ke6CJMYeHzInE0ViDfrGEcyNyTBgDxahTTEiGfNYk8ijCgJHEqxabfHez/S8/N0NsM6NOhAtSgkxLWbHMa7uOLdjFEtY6hDhVFy35h+iz3Lsg4TpE4RtHj2nnpTDme3HSKs2G9BAvrjR1CILJYphqy9lYy/Vt6TgUpwiTc1FraNsWIRAxV9BGLS81ocypCs3r4EUn6Jge0lOISKs1hmFE37dYLpfY2d0tMVB1asdppFwQ2IlQ7mAU1JTFdF23VjoW1Pxk4nhyFoFxhNhTHcTTaw6BntjTNGEch8KxnSbe8/HqGPfu3cN6vcGw3YqKggyVKfobAmN3JIfQWovNdo37hw8wTUF0Hpvys/nMuEZrjlLPJwPSHY5XK9y+facg7Faef0E+zYxaUu63Jq5l1eYKmpWOqkHRQq1fWfMERf2apmHCv1hg0fcioO6QQJR4u1njzr27uHv3LjZHa1y+fBmf+cxn8cilR4BMXclK19IkeZ6X1XOIEnaqudwiYyzPs95n/d65uL0+RMEVYHKC1+lndWOoiQzE3kuQPuPqTWsSqNxISQL1h6cUKsI4o0+WqmQWKLK0W40RmRBBD8aJwcfKi2WbSAK49Ott+fAsftoRWXxVYYR8HANSCDATN7IzTgRnDYZhxOG9Q5w7fxbXrr2I73znO7h//z5effXn+P73vw9jLf7y//xLPPboozAWuHXrlgiRJsEZTFksZXLWSESSSWkiLxIAXQ0G2pYkETcDVngOUuWXg/ZjL1Ofgz4/A0oL6Ih/qTIMA81qtUJMCYvlDp5//gU8+cSTeOna8/jDH97HH95/H3fv3pWJVf6kmCLiFCgAK0GCUPxUCLwpKS8oFxFoHQQg0VmRBV5Knslw6MSiSjzlqOALJwlLe1vRSjOflJbnq8NJs9ZEGUDQAw448TmlCgPK+2DLwkLlMea0De9tmXgGqn5bcaaxbCNUj9VZy1Y+wzlTWmZt59F2PVTEXH8pXwuCfGbkeqC1naBYSaR+iGo0TSvtGieHm3rrOnleiq7XvaqJqe7+8izLetLnLRVoTDL5neSQiUISD5jciOAcpjTJtGXDCWtpG+YM+qePk8i/hJKkKK93Lk+kIcvAFI1II0MUMacT75gFUi10U6pT/k3TwrtG5JC8JAR8j/cO7+H69ddw/fXr2N3dxTf+zZ/i6tWr2A5bjNPI9SP34r2X/UDpI+69RNxFBl8ASWizrlElyisXVwpHaJvcwThIMYWSUBXutvAEjRaMqUplUCZDuIQApmHEdrPFwekDfPMb38SVx5/EjZs3sbe3J0VPg6aNlSCfRTPPVu3RciAwK0SWYoyIngxkWWpUarGu8V0P5ZBm3ElB+l1DYXzEDBcGGGdkapzIPXmjTlguogssaKlJtRjXtTEfXNHQOHenCaLGkDMdWnaW5M4p/zVFdm68q+1fjU3z1r3uc3W4UV1CPRsb35TJdOucWM9pfKF0S9s14sFOJLltGrRNDxjqJUZrYdsWxnrosEnKDlZUAKivWPUrY5QWu7NY9D0RfWvR973IVVVd5RQTpmHEFEYM41jWsXOu8v1lj3lXkTHbOLT6LGQNWlHLwMfAAX3/NSZXHrpyjSHncgUcGDvKvkhE0XMmAqnOPBVxhHwfC5uqxckivO87vPXOW/hff/cPuHP3Dr7+J1/D008/jWmasF6vAdTh1dJ9iyqGLQtejSUC1856vcbqeIXtdiN82orWlnNjlkid4FImVa1gUaRFlQ6VkBYwlXMyxTpBr8N583elE/spRyAlZAvsn9rH1eefw3NXn8OTTz4Ja63kIcwjQtLzhg32KoGVT1yrAiwhBM0qTqClGufq+aUGGqnQVnSP+tqawB8dxKp3pJINyHrs6oHDctQJX0rN47l4KAKtlU39XC4k5aG5ZOBmmzhpMiKaeXY2PTwnxxcCvLZMkIXMamcm9KgBUQR/kwPRPxn3P16v4O85nHv4LL705S9jtVphGAZcv/46fvjyyzg4tYdvf+e7eOSRy8g549bNW/TZNRAdQd2OTmAGlMTIyMskG8IJ0lD9IHNOxcILgqgmaduZPNfFkg2ryZgVVIJbq3jlGrl3OFv5gilgu1khjAN806LpWjzy6GM4e+48nr36HIZhy01pTdkUKtWi2lxJeHVMHGcFgHD3gkigcFJZbO5EsoDJMUpVmmVTKK9sHFmBKto0l/VRQWeVRkjyM3XTJdQ1aWZrZBzH8h6dTP8mgBOi41gOGi2UkiCSIQaEaZKDbpY0x4nV80ROniJfRgqHEkQlGdVUyFm2qBgcOPSTIQmuaFcqNxCCvAgjFxAZDCU2q9wJ23s10NQgYVD1xEzlDckeVOQEcnAToGRbnHuXX8vkz8s2rpOUTStagFb1CfmO6D4D5NwAaGHghK/r4K1Fjg2iOEIU5Mq5Qoqv18UhmhgTgvqzZjlkJGug13SUITs+l/l6UU1TTfSdcIhX6xV+/eYb+Jdf/hJAxle/+hV84Qufx3J3B7dv3ybiY5hsa2FspGgqCbcBbOMK0hNzFddVZEE1bwFUxx6NfXJsl4JJkksrqFHO1PUzMpWeLdidEWgsiZ5mAjDGiKP1BgnAQ2fOoG9bnD13Dr5tcPr06cIX7PsFAGC73QAZSII8nUgcM1ddSJXjpjwwHvJCPVKdX8uIHGXPAwm+0QEKSLciwbUNFq0tAuTkbkncMoC11MqsVCLLAzdrvNPOV5UIM9aIhA3XTEoJcWKLrvUNbNdhueTARYpRnpl0YOTMAph4ZkFnilpEOQRFwgfU3gMMfOdgxA8dUiSoyxYTqYy25eAHzBGMzeXvUq5SNZAiwqv2cE6C3lj0XYednSWsCPkzRkVJBCxy3wLTBAsWQm3bIMYt1LWLbiQTVBR63qqmbmUuMnpOnmVxfjLzNqsVHqecV0mKbhRYHdZKUSE6vER0hUoh6GsZ7pQOjZVkmX9vS+Ledz1yq+urJjGqImIKcke3rofOPoyQEvrlz4C7BjvLXXz6k5+G9w1u3r6FKUwIMkuAnJGT7GkT5Xy2HNaValVl4LbbLcZhoLyQaPkmGapTesIc1NA9HEJgkSyqIEprUqvAkMhlTYKYVg5tTdAKmCZxNaEqkLRdg52dXTx05iGcOXMG3jtJcGMZSkPMdX/kXM4GjfdVGYW5SEpGdK+TWKqaIpGnnUWDk+L0OtiVI+BcgteDIBW4um6kMAmhf8ZrJKdQgpgGA6nkcsyzjcXDp1pwFTYQEuoEtXp8KuyuiYHzrgiq8sHqxhZYXPT5KFir6J/0h1BRLMAjWYp1W+fLgA8DZEYKAQ/uH8FZiwvnL+Bb3/qWeHD+F7z5xhv4H3/1V2jbDv/7f/iPOHv2YaQYcfvWbSEUVwTWEp8uCRWQS0VqjEXKVcLGaHL58cWThR8nC0h/6fAIA6+81Fm1hywTe9CEX3gyKseSEsawxWagEbuXFu3u3h7OnHmIfMBGg6GZcY2k1Zpl4lKLBZQ8h/dhaisoq/2kJrsarG219dLptpzJk2MACzPUkgvdCzlYJ5wraphL4Fak0cm7Ncbgxo0b+M1v3sTt23dw8eJFnL9wHr5tucm3A6u1EwlHwiTTddM4yMCFJrT0jB2HARtR7YdR/a76/ZpclNY5aiJOND/i1u1bePfdd3Hu3HlcvHAB1iq3K9b7VrePpFwuTZzq9DplRaayB0IIGIZBZJioB6kOGgzw3CJEJLluNGlTSkFxN3A16DhDon7TePSLDotFj65ticiIVqazDo1r0HRKWu+govzWGK4Dl0WvDGyPS+LofZ3YlMAgMiV18Kj+bmDkvrrlEvt7+9jZ2RERXFNQspyZMAzDgMPDB1itV3j//ffxi1/8Mw4PD/H1r30Nf/Znf4Zz587j3uFdHB+vpFWI8vPmiFftkJCfWxFlJjdZDif9Wg3Qyg2ykpDn+T6uO6i8W0VVrFVPd1MQHyoZiEyIHKTTNGG1zgiBjk07uztY7u7AWos3f/Mmbt2+jccefRSPP/Y4gIxhHBEnIiGmxA4tcGvyiqxonHRzslCZ9GoFNeZfsfXlGy+Fat2jzlu0rhG5LQG3ocV8Lp/N84H6moWao0/IWnhDOS+d9M5GW/21oHTO0aatbdklsBCEKhd0V1vKcwACcmjqdRMZrnJq0xS41rNa157sdJR4DpQBDqVHGHk+PEtSicPqxOMEJNHOh/ecIciCHqp+YVlTzsBGUyTotDXLdUY7y5wjmrYrnTtrSQEZhkHODCk0ZwBBCEEkvRT1czCWbfgoDjdBBvtQzheZfTBixSvvMgS23L2vYJQeDOpIpkgrUbpJ9o8tvD+lZjjhz2NWJC66HgkZ7733Hm7cuIE7d27j+mvX8cUvfBFnz57FONCmVE03eFbpuZOFU8zzzzsHb32hTClaD8hZWpBR7ns3j1kKHBgjk9RCx5CCC2wSIefK21Tah8aJmktJWx5ZePiZzk2WRiExUnyf74rvkpQXoehA5wPU2nQmii8UD1WMqJPodbjU2oScaMIiUVbitg59ouZLSTpQxsAbhW4F6TgxHJMFbcx1wwFSC2qLcVa5amWnHEb1ia5olikPTX+Gyn+UwAVJGIwRjhPdS6YkzgIG8NbCeUNkTStdRmBegfCgygZvG1m0/sTG19blGALu3T+CNR4Xzp/Dt7/9XRg4/Kf/9H/hrbd+j//7P/9ntF2P73znO7hw/gJyyrh3eK84JQAQj9+ELJINmuDpcwRcCco8KKRtM3PimVcy/G+UIAbIpKwESucaeZlGkjNXKmSlYFqrC5gBepoiYqoHg7WW3FWt4u3cwk8S0SztVEW+jEoyaAoJZCPoC2wRMeV3JVjDpoPqJ1ojk7he2iLWom0b5Ozq+mDWL8nh/HlIS9p7cpGcg/dtqYzW6zVu3ryJGzc+xJtvvoHNZoMXX3weTz35JBY7S36/HNAlCM7QBm50BrqSt+dcUOE4IzanE1JEsWwyIoNWElmHKQY0TYMQAl555RX89/+frjf/suO4zgS/WDLfqyqgCgUUAAIECZAUQXARuEkitZmU5JVSn6Oxj6eP/7x2d88PHreX4x7ZPmObdrclUhQpkYQAUAS4YSP22t+SGRF3frhLZEGeR0EggVfvZUZG3OW73/3u3/4tfufb38L3v/c9tIsL2N7e5kYC4f0oZ0z5K/UXCxdreWc6Y05TThmz2RQ7O1vY3NzA9vYO873UDDg/MN51fz3I4cMwkXEDZQIQcknYmSTs7O4M9nQNrAxJLsUmKakeKa91sjX7j1/+gf/WygW4IUfuo2m46eHg2iEce+gYDh1cw2iBURpX6lQWSj22tjZx9cYN3Lp9G+sb64ihwcsvfx0/+tGPcPz4w9jc3ML6xoYRzLX86eUMZGgVQF+1KU0bekj2viHPcmiVV8uocf0Mb8+CX9aSKM8iRkE1SIIdsH1UdM/BcZVjkJT0g+pAIcLd+/fw9//wD7h8+TK+9/rrOHbsOBYXF5mzJMg2SeWnDAKh4Nl55JzhJTFVtNV5GEXFO/33goKCIHYtSwDF51McdBM5qC/ZuInwMH5ltrWQZifn2bE4xmINjbUgW+VB+O+5az+aX2JuKiQASuaoiz7LB867llpV61WdMQDkwolkISA22fayJszMRqp2QoMyKtywV0oBsgIa/J1NE4WDzbbbUQFiQM6M6sxmcwBORNFZZq0IGZSbojwHWbkHXBEbz8MDZrMpNzR68dskqF1waEctUEjG/kGSkGLACwfbjFLGJto40Ema8NoK1aiR7viSe/SF0c3xeIxW7Nt0OpPnEqDdwQpIGYXIceOMjcYdPBPiUAPkCkrPQY02k6mUz/31+/j0k09w+9ZN7Gxv49q1a7h58yYOHDgA54BeuJRso3jmOCcn3Mw4LLEz+l0b3upJlz2OAafTMZ0kemexBOvbVgrZnjGx5tM5RGAqR62G2LhP+R4SMIKjqAKHjJ465NyLwgRTwFwIaGIrw0KyTW4KcaCiMYyLIJQXp/tdUHinld69jYkQ/5sKV35icHZWYLYfiFrmzIW7xjTg4TczKVb5bEog54R7bwCoaJRyJe0wDqUOcp0zHHx9L5thJ5B5deg6D1hjEacPYCDuKm5exlJJ4OhrEOq9R9Oyhl9wuqHZiCTiwrEDIXVzbGysw3vg6NEjeP3117Gzs43/9n/9d1y/dh1//ud/DqKCP/uzP8PRo0fhQ8DGxjrm8w5DaRbA2+g07hSXyB4kho5HIjGiQLapdJNpQFIfZp3mUaF+kXbQErXnxqQKEtQA1akwdggI5AAx4Bog5UJIJOrwrhKdFVNRvh0Jx07XC3rHrpbkTGBTfvNOmqOKBMWy7h5OGjO8OVXObGriIpdjL834xuMxYsOSLvN5h+3tXUwmE9y9excff/wxfvazn+HypUvoug7PPvcs1taO8JjF6Rxd3/1WJl8Nxt7gVAMtnVOs5ROdPqJdfbrH9L21XOyhwtkHDqyilIyFhTFi8Fg+sIJHHzuFlQOr2NDgZSB7NQzGtIRRXw4aWOk16JSL1Hes66XlWola7A4Je5rRlL9C8mfaXawBA0vmcPl+LrI3fK2pclulrDabzzGdTrG+vo6d7R1MplOZTd2jEFNPdMKBIqca7OxF2Kki3JLOcrTDCeTOzi5m8znu372Pth0bGmbi4+CgK6XeuItrh9bwtZdfxmuvvYZTj57E7u4O7q+vo5t3XEYTXuQwIGMdP14/DfhYs0+fubMn4eDsHtjmOXt2mXj/WykJAJT8b+ekEtS9IE7DEqJ+top5cwmRm54YPZCmPOFvl1ywsbGJa9evY2N9HQ8/cgLNfI7S9wCCBaxKKRs6uiobUtE/TV44O6yNR9pQUht//J6f73sVyB68SCg33llQrSLz3IAkX+OEoK9nQBM9tTXCvY1OOfBFpookML/UmZ33bHarzI10m3PDlTPEV9EwOKlGEVMWWI/VA5RkT+rerAmOAR3OsSRVzvAEo8pw0ATpbHc2etMmi2RC182kRMsBVk4a2EtpV2SFeGs4BMdj4HLmU2Kope1f/m+0LcsJ5VT3Fpgf6jzfqydu3uSKg47dC3KNHs5FLCyMsTBeQNfNraucGzqYW5ebBirVo3Yl9Vl44ANdSlnrplHwg5+3Dn0ncCDt4SwBD+MW7WiMq9ev4sbNm9idTJByxmw2w+bmJgBgPBqzzZWJK+xiCUr/8MGjCZGb2wjSvJeQoUmtoHWuzi8fZI5s8yzpdrLPlIdZk24nzyVI02S970pX4DMN6PSdLBxyjXsM2QRTu1LiWfE+eGAkoxSFvmKDJYhEdgsCnA0uXxNaTRTDEBXmRNL4xKTXCiTZg4qO6/ONNtdWEj72U3XD8o1Ww16kBDlsPIBubgn6+AIYRoerBpWvX7X1MOCrDbt39VZg0iw+BLSSLTE/oyIUHD+XKu9j9qlCr/wwAjDIGL0spCfRMHNA189xf/0+4IDVAwfw+3/4h9iZTvDXf/VX+Pzzz/AXf/EXKKXgxz/+P3BwdRXee2xubXK2J6VrjXaUTFrswUg2oQGtWE3rcnwAGapcrQc4OPJiCYpeDgdrQfLn1MMpISOjd05Frx0AFkTXqSOsiaYBO+B9I88FiF5mtQps74sQdyFdeF44pYouy7Vz9yigY+qKoc3COhLjB9kHcHzQfAgVxUXtlm7bFk3TYHFxEW3b4tatW3j//ffx8aWPcfPLm7hz5w7u3r2Lq1evYjadSaDwOh566CF0XY+trS10XScyBLwGD75UyoWD52SlIEtkBg0wezJUNezmcHk+aYwBTRxjaWkfZrMJvvzyBjY2N/DxpUu4dv06lvYtYzKZYne3lku91/PkTIC2Bn40QMa45KXoTRMbjJoW+4KzYKfK0jwQew5eQ3RbERUnAQCRTnoYBIpFhZFRp6YQZ7UpZybo9yKxoeVVz6WcJIK7HIhADGYx7h0g5f8ivNJc96UmozklzOYzLuMXhz51UkqD8HXrZx1YWcbKygrW1tbw6KOP4MiRI5hOJ1hfX5fJLN6coybLFYGTmbZqSPkvNb2wFdUAkeczSxAma2gJrARL5FgtwkuZzz1wthXFYrSpIiHeORShBnjvTaetZAIPOw1SXiIsLS7hay+/jNt37uLKlau4ePECjp94WDRgBR0HODhXBFCCKR0kUG3SEDkZVlDIzqaukSW2gCXLhs7JOVcHxQkrB/mmhUlFrKV4awdQ3quPSsor3bOjpRFO7p8pOwGF2N7puDkL6CVZL6S2VhPwAm0U5T/Xiocmgo7Z6UWb+9TB6n5gIMNB+Z88T76Jqh4RZZ+K2kCpfEC2r2xXC2UEx2MCPRx0ZLpSX7xK1QmokjOfpxgUzfQyorR29sbgkRN3y2c94yGg9a3ZraF0mBMkighSftbZ842BGOq75vMZP88+8eAD8+9FVBZ4eEWI9Tti5Mqfim9XyoHjhtaidoMTJNc0GI0XEGLEtWvXcev2bZOT6boOd+/ewXw+N1DBdXoegFIYfYwtgw0hBAGSAvp+juksCTeZ90WQ5J+KQ3E1SBye5T12omFFh76vVRVipAFAAE+waYw25uS5lZQlQWAUkAN6nlwV5Kxpo1J0ASBGHmfTGXLq5YhIQ5er5zKXYmg1Bkm5gVGDc125j5WuoX8fVKda4gPmtUb7vOidA3knEiic+eiA66BBJLDn4sygkBhTyRBJIlW+yCG0KYdcDqYjZwc3qJF2wuUpZFMK9Oa1tKIIVaHquBSKHTpGB0hndTUv6kxMh83J+DSCGHAIqtFhY/0+ovc4vLaGH73xQ1Au+Lu/+zt88cXn+B//4y8BAG+88QbW1g4jhoDt7W1Mp1PM53MQZXH4AmFLrFbIwUkwrdm5cSoKTwjRTNqQC19FPYeGnLN5nYtcn4FmqiTrq800gJZU5LkFaV4I0Tqn91AIssrSDKSPRFOMJAB2VBHDIr+04ck52BSMTHoIIM9RyhUgSyrUOViXojhL72Q2c9NgNpvh2rVr2NrZxmR3gkuXfoNz5z7AF19cxebGFqbTKRvQGPH002ehxbJcAAAgAElEQVTwe7//u3jlG99ACAHb25vCNXpwOogb/NqLeuVMmM87aQ6JVn7R8op1oZW9CQH/GROXFxcXsbTIwseXLl3Cu+++ixs3bgCO8MILZ3H8+HFo5/vu7q4Y7YETHgZ+em3iV/2Az6u4OxsmRVm0K5JROy3+1SQGe85y/T4+WIq0anI3NDyKzKjslPcejW+x6D3C/kp7UL0zbdQayu2wTYEc4soX0yBUURHtplejzeXwnpPAAiTSho86R1yR+PHCAncYRx51uLW9jZ3dXcy7maEBWmLShTXULEa+vqIyX7UkXblughiA4Brm4xIGzkaSQWst0KBHKBrw8kyIrNHLVBbUNogN8XBcFraRp872HaOfDl3Xox21eOlrL2NjaxO/PncOGxub3MxHIpZvgZ+3IJcKWZlaz4WidRojk1ybzquP0piozUCa/KvzLHA8mg16O9oUo25DKDOoSEexhsBBsLpH+kyCcgcQGw/5bw4IURzvJWgSshfcEPECOWPZejmHJWF25IykGqoWG+NAauMlo1hiX/UX1TPpHQchUYJpcmSokXaiV0SK9wJlrpwxcKllRwc4nRqzt8qXpYmMEadWfIOzIEXf76WDnauL4GqPB5yL0OkvypnUKSoxRgnsOoyaFm2IoMISMXMZH5lzrkiU+AjnM5TPyCiYXEnh5h3m30WkVKATX4ZJOTdiJgaDhKMXGo/xInPUr165gnt37kDnK+/u7uD8r8/h2WfO4OTJJzBqR5jOpuZn1TJ6OG4UnbMfaJXz3nMJ2DvmFPrQSmWgWD+wD5WXaaoEnqkHbTtG383BSjIETySNvaJ2kpSTC7RNg6Zt0fcZXZmhVqkC4FtEL3qOwlHldfNwwSNGh3aUQcji6wfjjSkb8FA06CYnNsJDe5sxCHwfrBaXUupEPgd5hg1IqCNF7Z2cuajwo5YGhkT/pORQp/Ix9UXDCzGfRpZp/kdoIxtCzfYGDu7B18BY1c/mz085szi284gC/1tkLQvBnWPOFqJIp5+WETmD5YxX0Ublp5RcMOvmuHd/Hc4HPPLoI/jxj38M7z3+5//8O3zyySf4y7/8v9H1HV595VU8/PAjWF1dxXg8xubmJqbTXSuHYxDo7S0/w4JHXcuqjzVwBpqJD9ZLUSDmLZChEJwV8e8c6GkHsK+SBlkyaeVAyFJ7V7tEAZguW5TydC1vqGg37F6IlAuiWIwofpEgkKoYzruRgwlDDdRA1pI1l8C8rdHuZBd9n/DRxYv48Nw5XL/B5bcbN25ge2sTKWW7bu89Dhw4gO989zv4zne/i+WVZWxubmA2m2EoM6XrrAGQBhB6jxpMOOckcG1hDT19RWPUSe4VqyX7/NFojJWVFWxsbODdd9/Dhx+ew/376+j7Dh9/fAnf+Mar2L9/2YxSzkmEhIMFShWNqYed0WzRLJOwEJCu3sLJBHf5S1e/qx2iHAv9tm4qf48eJfneUlgD1RKZqlnJ55uk1FUNb2QIizvt1dFZ5qslQA00uHzoxYHVU16fZyMNUtpp6DRoCZz4jfxe3vRwb/Y58dSN2RxdmvOkjI6z9aZhwfxkpfm6NyTHqudXr0dKXFnWXmk9xtAQUnGBNIWpSPEAoVSJG2jiPSCl6/1DAjqD7Gx71c5xgjbe1Ovu+w7zecShQ4fw6quvYnl5GQujsXHmID9THFNY9OfsUlATA7VNvJaMJitPzgeWhaqgQU1kSKlAese6d9yQj05QJJIKkIvoRg5suNPK0sB2qg9yetGAzUMnV+drm82Usq5ejNKh6uLyZwwTSuN+N9LsJc2bXTev53zg9pR/qaVQ24fy8Yq+5QSezT1n7rKihpowVaBFG6jI9noB2yYnyBecyBD1PQe2EuBS5jnWXdfZNTVNtOpUn3o4aTxRUIVB53p+tLrgnLPubg2gCcRUmMwVBaahkMy1D/ARFogqh48nCBVLikg0nvV7dBxljA1iCMi+xiFsr3nE6ahtsb29gzt3bmNnZ8ee12Q6wceXLuHKlSt4+JGTGC+MESexSl1JUuW8Q+oL5rMZ5j5h1I/k2Qv/LwQe9RiinMEaC3mwxFSBIpMFHlVKp+TElAANViXJgNkVftZN22I8HsP7hJx75i1KwsKjDHm0IgxN5kDRFz7nMQRQOxI/rsjocL2GjXuauP7/Vy3V6RbSEaXV9gzBCJv6QbbbEWsZaHBAZbF7WQTvCCSGxLqjJYuEVyOkUTrtuTYSFJHk+xV50GAN2BtccmZAA7qccic1aGLSpg+MVqq8AJe1lbOoBxZGCucMUK4ZbAyt61gWiPXT2Ch1fYd79+8hl4yHjh3Dn/zJn2A8HuOv/vqvcOXqF/hv//2/4ty5D/D9138Xr776TRw5egRN02B9PWAy262TQurz2ftdpAEKBg+cYD7d6SHk7KJuCI66QuQxSsGrlSbj9wDBnKlu/pQSQExYd45AJaMXqQglSxcCihhelMLlZOGveEUta3wrn88wu74KZZF9CBKVEoqI3el8WAsOFU2Rf88p24B1DRq3ZLrBhY8u4vMvPse9u/dw984dbG9vV8FX2Tuj0QiPP/44XnrpZRw/fhzT2Q6m010jEGvgyGte5TT2ZF32exGdROb76CFWeSUjyxtap8gcP/EQvM2D/eUvf4m33/45trd3kHPBbNbj1q27uHdvHWtrazxHOziw/A1PEtBzCAAls1yF9w4la4e00zTSOGga3OlEEC218S8Z0Zhr0KhrZx22pRodOAcUnpRRKwYwQ8z8nmx8WXKE4grIeRSqSKBXnjIvNSNe0HGbDi4xSsT8G+0SFXTLiSbr4BkDGjOI4ZQoxVGVe1KHU6DcZ/D0GqEecBnQ2/n0rsoCZVlLP0he+Dud2RU5yMw5BDdfFDkcyn3zzkHIzHbvwzUvJUMRLguUAGsus0BGrq84soBfKy46Fo60y7kUTKcTEAiHDx/GSy+9xBOvQJUK4RxHCxIsFFTH5iRwsSYhIrjMe1orFb6JVsLikitLq7GGvD6zyvvixMGZvbDAUByb6cPBwVNFMCHPUIy4PXe26/wkvHdwxRk3TPl9KTF6yROvROtQzjzImzwYxLEqksTBnE7xYOUAwCGJth9kVCwDJBI0DqNvOY/VtpMgZ850AzVI9SLJhcKJR/AOLngk8Kx5gOfNs+QQy5U1TcPyVxJI5swzjUthzb/c857qO+W/cWWnpN7GI4bI32NDP0pBcTWwUBBDx+hN5x2adoQsySFr1xK44VMUOmI7OJ/OgsaUEia7O/AhYDxeRBMjCGqLSagEDko3IHISnHGXOFxEG1mbM8aAe/fvYnd3Z1AR42cxmU7xyaef4fGvPIFDBw9h1LSYlRknC7qPvSpGtGbjFRWF+CCWe2MJJNMaNgkdJ/cWoVJ7KWV03Ta2tzbQdR0WF/ftAVZY15TngvsQENoGPkaExHs8S4KjU2N8jLKfZG/7CO3MTjI5quRKASNXJ7epOo4mN2zzPbThy5QEBjaIJIFVtQe1cZzHEIgSlNrMyT3ssyOZsXXVcOmNO8/oP0iI2EyiDcpJtDOjRlg5kRJE6kU5Z3+r4LGqlvc66xOctWoWpi3qXtEpzYhIDzFAfrAQDubIVQ4lqxHyzg6K4gccAFeHOEQttLNyNpthfX0dJResra3hj//4j3HgwAH8l//6X/Dp5cv43//7p7h18zZu3ryBP/jDP8KpU48hxoh76wFbW1tM8HXVAcDBuICAOiUODmtgw8jPcPSXOt/qTIQ0L13ngAY20pYm0ZETPpSmx06C5yQzog39lBJiFq5r5NTRUDgnm3kIbxcQ63d61l8DCU+jZBTvUIdrSBbjaxOJBr+11Gu3KuMkdYoL0LYtjh45itdfex3Pf/UsPvjgA/z7v/87z3+Va+RZxQ4rK8t4/uzzOHXqJABgOp2j65LdqwZVvO7MQ8oiq8POsKAi03X9s2ptosBJRqrlUT0ElSNEliUvLi6AqODy5cs4f/48ptMpP6uScfvOTdy8+SWefvYpLC0tom1HmJX5AD2WQ53lxGhJHIRhmZrUgUElmmpwztfE2So7BPkMdegKnQhaUzluWn5iQ+qDg7Oxj/yQcsqSbPBnFAliCrIYIwmhxDmRXVfZE9BaEDII0Pg+s+2z4ehT/roqtq/ovHeeJYpyNi6Tgd1EZgvCIFjQ63NSMlYepQYtQ/AIzhlyr9fpAJD3KMLb9EKsN5FwzVQAK/kbz5AIIWoSVyRBlElLcs1E4OrnwH7BPnZY0pWvKSyhsr21hfHCAjcCjBYAtSdFqgkgszvDpACOqUq69kQk5Tra09BGhSk9uesZXQ0BIfDnBClbOknAtXwPAKRaiCCjBEi4KfvNyc+hlvAKsQA6mHfMUjdC7ndgW+q5McQHz2VC8RnBeWNN6kKxfRUNSqEoDNUEmPNaG/T6lFBSD1CR2dnZbKmBEAByVvmuZM9a92vX9WanUkqS8HjkktD1CcEHjMdL3BARHY9KdCL10veC+hdpKHXyPCPLYDU8VSv1PVIpxkXMPltinCUxibEx2TKdVsW5S50Bzkk2zAcFAS2sU1m5+0RWzm/bFp3o4w6Tjvl8jt3JxLqxgwSTRAHBN4jj1igxXV8b59TWec9Tcvbv24fcZ/zm4ke4f3/d9q7uk9lshl+89wscO/4QXn/texiNWCydxP8WqX4FHzFeCExlgayJBJ85F4Ay936JH1AJIg32GRkNKOSQc8Lu7g7u3buHL2/cQCkFx48/jP3797GEmWuqP5Mg1QHIqcd8PuVGzVKsG59FwINM0OrteTkXRY6ut6YojY8c1W51phaobJJtdzuTGmzqxrZmNwig44P5Df7ZqtfLvr/2tTjneQpolaEg4w4oKuQAlsLJpRoQJ5gDKSFcUItSETRAB4QXQT+8lTCNq2fHbu9Lu+T2GGnHaEDKTGbVcqb+PYnz8hKhaRStK8hSEiRyNI7Rx6GGF1BlJqjCtARCWWdEbu3wGv7ojT9CjB5/8Rd/iQ8//BAXLl7Avft3cfXadfzpn/4pvvrVszhy+AjapmGplfmc9arkWrPIaqildo5sbRX50ecxhJ/3Ii61lFVIEl0N7Aw94bnPrBfmEBtnky9YlL7Y0heR2oA83yAlOeVbOufquD8EHgFVWDCbr1VQI2jMKgED6uGuQtXczDTcZ0MUzIPRihgClpeXcXRpESvLywg+4ML5C/jVe7/EdDrFaDTC0aNHsbPD5Yu2bfDIiRN48cUXcOTwYcxmU8ymMzF4GggMdEHl3pXbo85e3xOlmYDXVQ/SkHKgjruiN5CzEGPE/v37sLi4gOvXr+OTTz7BxsaGBT85J3z66Sf48MMP8MorX8fi0gLGC2O+VlkzTnL4vORS11RLJhwASmZclMsqZkFjj0JQ7uzwXOr1cjd+NSbO84bS7nAStEfHKvI4SoJK9+xJZiQoB5yhhZo5q5YaP3M2ykBdZ27A6Sz40uY3GpxDTYa0209L+byPVUqmyHjCimx5VwP/2oxC1ngnR4ftTa6csWF3PGlipRpkpJZBLg3aGCLIGtgZqhMkQLjUUuJ1Do5Yq9YTN0botArgAQ63NBto0FMpLdXI5yLJXanNTMzvjMgdS4atrBxAN5tje2cbuS/2/IN8HGU9s9UH2Lo7JssbGkyD5Ns5kSKre48DN5bNYqpLtoYfR7W5zDvmb1FJvF7EFQgVvAdgnEwQo3dwgsBKAJ5Ft64UJ4mgPENrbJGEUfYaAJZQkqDKOuBJHaPOJyf7nNjIXoBDydM99kNfZeCb2Cfy5zIq1ZsiAZd3M8ajEbx3mM+n4BGoLUZxtKcBj6gihSUlZOeQiBPehcUlKXvKmeOFgfMOTWgRS+GycGHkkGlLzJ2bzzvM5rNBxzdfuwPbw77jEvjS0hJCE5kjDLIqmtqS2LQYjUciSs2cvbblqVYaaLG2K/OFc2HpqLbxiKNW9B55bv1kMkGfssyLYZvTti3279uPtm1x7do1/Prcr7G1uSUVOLbZsYlIOePOnbu4fesOUspQAXJOxmRMqVHiitkG1S6s/sFJcsD8QGsEIrYHzHV30kxaQDFi/759KEePAgBWVw8gNg0IMhrZAb0klU3qMSoj9H3Cxvo6ChVeJ9Q+hlJEHUMoBdYEJ5xtHqHLtoUbY2s16MFSNJ8x7An46pkdVBTk84b7GKhKDzo5SwwdILxem3+mPDUrNQ+d/9CGDC4MQA0eB39OREhKTC1iWJ0TpE2zOrILNAkHDA4wHLzVqx3qssiNPrBQ8hMSnBIS8YgwLfvpu7NwSIYLHp23gFE7BQFBviijS3PcW7+PAsLa2hpef/17KMVh5cAqLl78Ne7cvoM33/xXzGYd3nhjHWfPfhUHVg9gYWGMne1t7O7usvFIDL9rphHj0EEOHv5gQ+jDtABuWN5XZEizX3FazsMCQeWTBu12c5ytcpAsXC0fUMAZh5aZdb728KV8tZx5ukrxHqNRW6/bOwQfzblrkgGvjoL3CqMfOnZQCnxEaEJkAx+iIHaLWFpaQs4ZF89fwL/8yz/jg3Mfgojw/PPP48UXX8T58+fxs5+tY//+ZTx15ik8/vhjaEctNrc2bUKMBkrabKSjKRXi13sbHj7xVZLAVHTGnJ63WMYSI4DJ/23bYGFhAZPJFG+++SZ+9atfWcauAdS9u+v47LPPcPv2HZw8eRKjtsWOq0YZcnYYEU3GxQkm6h34z1MP7yKEUV+THo1ANUiENp8NtCrLIODV4CcwEsJHgDsDGdkh6ZAf0BLA2qIezgJLL2VLRjkrUV9XVmVpvFzTUPBd3+cliHDOmYRTkLKmGkReoGEcV8s7WvrJA+SCoSeqqJ58D4eyHKAATspnv10e5z1SO6VJ0U596HrxzjH6KsF+FvjLB18FmFElQ0gCdh3l5TWQA/YYfFs/1KCYNGEwdLhyncbjMba3tvCr936JedfhlVdewcGDB7kpICexyR7kMXBQ9dxCA2uqNkZL7ETMCXPC6yI7LPXarWIhHcukewwaWPN8bgJElSHLe7ygv7zvSynsB8TRW9MXKTfdWcJieqqo9tBDmiDDgAtrLkSCA+IkmptinCCj8n3Bo4kjdpgg9D0/s1KkYcoSUFYNUKUApTwA7EfIFZmB7ZFKQhTh6VIY1ZznHjTnz41uAu+FJ1wqqtR1PbqU4F3AwuISYmwHeyXCRU7weFShrrOAAU2L2PCUpzLv4D0HdE1s7H50YdR+6yg8AAKAiJRe0HGrEaUA8y6hT4nL77HhtQejn+Px2MAB1XblAHKGvueGrumEx36G6BHi2FCtthmhbUb48ssbeOedn+Pe/Xs4ceJhzGYz3LlzB/v278eTT34F6+vruHnjS2zv7OL++gYWF5cMrdbgkUfzJdtTJPvVe6ZXmfi+Ut8KBHl0cqY8culZVUb2u4Ibi4uLtl5ZGvs08GJ0sPDAEDDPddbNMWpbHmPpHNMMuoTktL+AS/nKTVVlkaaJwn8X+1tYiaBQRibmwhZkBmYclDbLNjp4wHHjlW1avRUJXDVh0hjOAD75wiKIZ0HhwLGWUIrMJhUR3FJH58UgJQhfSzjVrOq4LGcLZSiSq043ay1d+ERKDNWRUvp9ZkRcLbsluT6d/ezk+oz8KsaCUGdN6nQRIkBn8/pSA7GBR5COXyn3CfqUi3IugNz3uH//PnLOOHxoDa9/73UcPHQIF84/g4sXL+L99z/A//pf/4b799fxgx98D1//+tdw4sQJLC+vYHFxEdvbu9id7DK5WNYYrjp2fdVu3WIHyDmyTHZY1tPNYz9PQtTfE/SLQRdjqUErQkBfMvNduI4szpyEWMw/ap3Tipalgm7eIaVeRl0V08CDBBBEim6KXIdc47ApygWPkmoAr8HiwsKCyFdwGWZ7exvvvfsu/umf/gm/+MW76FOPr371q/jhD3+IM2eexs7OLt555x2srKzg6aefxsFDB3n+6HRiwZr3Wu5nbk7ORbS6ajdxRcGltEo6mYIeOFQPQA32HIAQIHweHlh/7949/Pzn7+DSpUtmjPWVc8b9+/fx5Zdf4tSpU1hYWEAIcUDUJ3OenLXK4fVFeC38d2pkOHFUJFrK0RAn4KIlS0PeKysqyBZxWmGQoFWD7aA0FEbGlNOpSaFx41CN5DCA0MkJGuB5FUj3gbtZ8yAxUmvyQNJU0WpONLS8zYGbZM66V7VxByovoU01gKKcRa9Tym5q0JyoS2iCQ6WWVjnxkYBkYFShVQFdNUWjBDXUCTBqVwyNF1krrRIw+ivxP2pgo8bdEnOpAlUbp802+gYOhkajEe7OO5y/cAHXr1/H8ePHsbq6yo1e87k+HOMsK9qo53P4HHSKhnJkuYzm65kmMrRVNgsnrQO6gt6nkteZe668YEWEFWkT/qROYHHK09X75GfGjQQPBPqSAAyDQ07WFAms07Z0L+vP8iQl9nNZOukZEZJZ3DFYA2KWiVeq/MEj/xJszrhMAfGB16ZtuIEE4Oaq6LkTWmWrUt+bFitElSG23JjXRO5O7vop+r5HDCxlQ6Jty6ipQwHf27AzWqdqxSYixIicCpoGiLGxefelMMrFote8rmrz1acz7Z33bAgNfODmstl8hiTDC/j7OqDhRpe2HdkErr6v02dUxqfvs5S4Eyfb4wXE2JpqAZe2e1y+fBnvf/AB9u3bh+fPnsWt27exu7uLw4fX8Du/8zuYTqb4t3/9N9y6dRPnL5zH02eeMX+k3HRGU5ON55XDiVJEpignLhnHRibMSYNK0WEYBZSKJZ9qA7gMr3I7clir5zWwxznpsi6FRwm2LZomgsDBYtf3lpypw7Zz4bygjd6SeKP2QPnpgsAnBUZqZVengdWKk1wdQZKGvdXdB20w+wz1g/x71EYUzZIEjeTDI9ll1MzX1SxYDSQ5wIvRJ1TCLUTSB4J0FMq1sw+Dsp8HPMmCOJkmUOpN6Mbtpf1fu/YgaITKWHAJRMn3GhkL8ikOZhg964vEiHEHqKCqYqSUGwZ5YClnKzkuLy/jhRefx8svvYhr167ir//6b/DTn/4U58+fw507PLnk61//Bk6ePInHHnsMhw4dQjsaYXtnG/PJjMnSuokHjmgvdymIDMyA7wUarH9FaIdGWbvkrdyojoGkoxXFoHca3G/FX0jQrUYCyCIHTyUUtKEgoGTuvtafqRuNHbN1Pco+MIjcOea0QKYXjEfYv7QPCwtj7O7u4PbtW9je3sFnn32Gn/zkJ7h8+TLG4zFeefkVvPHGG3jttdes2WRxcR9OnHgEjz/+FTRNi93dbXTdnK9zgNpw5qtjlDRorOA1I6rFDtPeF0Fn1PIaKRl50NzgCpoYMBq16Psen332Ge7evStNNos2VUVLNLdv38bFixdx9uxZtO0Ibdtyc4MYjCIE7WKcROa/ppThnPLigk1eUs6YoiEEDoSIIFzJWuqDyF4Bg9nuRYMhTphY4lACIVesa9SrM5EAUoNFGgQidrgUdZakhOofm3PVhghHJNMvqjaoznZm1QN2yhlV1qomTTWLduJ41NjxA9ZJI/zS7mRF3ixJ0+uDfZxtEL7P2hELAEnyMkXWdM9xpu9gEkeo9BDlbDL6rzNlyU7fMGHWIEimuULlmob0Eb1SL40bXjhTKysrWF5ZxtWrV5FF/oVQS84WvIFUMEgSff7OMJj0JZYYitwDleah9sBBKwsicSPX70i5gAVEwfaMG2wWr5NXQJY8mf2H2sMaN8Ix6suDMMj4l6oDpoE4wGe+oCYg2jii02qKONCgAtEA0xNkOkcuGaN2ZJJLkH2fcrJkWG0nl9k5kIixgY/O5FGKPMSCgj4TSp5yAJV6DEfyFQAuRDTtCG3D43idDyKZ59D3HbZ3tjEatVhcWETbNFZNyPJcOEhrYI2V5JA6nqtMBKuYOLHjMYjfDMwXJeIyqx9wvZ3zPCBAkrScC+YzHnVKlC2pCJ6DxhBbhNhzf4Q0nvL37tV0jDFiNOIyfcnMdVSVhel0hu3tXYxGY5x+8kk899xzyB++jxh5AtmxY8fwyIlHsLOzg7fe/ndcuvQR1g4dwcrKCgAezckNYnlwVqSLOnLiM5/NUXLC4sICQmis1A1wUOldj1wyusQyYAgwIKIIHcg52CCOIP45K7dbqqrkiANTOPjANlal81LhwNUHD54MIF31kZMHIofUZ4jSlJXkWZGDdTRzz80zJXHJ20lcpraNO9hq5ddJguclgK7VtKpOMNTyVl/gnEPscxKjzgFjoYIkQYY2RmTiYM95WImGfYUEJYMTrcZOa/dOMj8Q6zNZZy0qWsbK9Zq5DsZ9FUb7iITcTsIdkBKjznQdOqNh+a0aqAE3yL7fW1BUpKVd/YoFWYW/V0vn5FjiY3N7G13fY2lxCQcPHMBTp5/Cf/7P/yeOHj2Kf/zHf8Qnn1zGP/zDP+Cdd36Bk6cexY9+9EO8+so3sbp6kEtIm1uYTCaYpw4k+k+wB8zrynE3CyUP0SqivV3mVnZzHqSIxuBelcPjHATl0fI1WUlen7UaZ8AZmVcenaEezEtrgBAk64QhBVlEsy2GDGrwhc5AA9QrF262aFuMRq3MHl7E+v37eOutt/H222/j6tVruHf/Hu7du4/Da2t4/fXX8YMf/ADPPfccVlZWcPHiBdy5cwvHjz+El19+GUeOHGZC9u6EB9VLYMdZbs2shs7PEhjA3qMldHXeXhpVOBiHHDJ7IrLvE4jYmRMcrl69hjfffBPXr1/Fww8/jIMHD+LmzZu4d+8+VldX4ZzD1tY23nvvl3jttddw/PjDGI1G6Lr5IAMkMcSt6TMW7Sj0tXvRaApOpB3gB/dZJU1I9E4csaNVT+wBuBAkyyYZIanyTRywOnAZrzhRYCjMVdzD9HNOMmACBsgsr6WzoNWCPlixFkqjgO1pZ/t6KA3jHKRDtkp5OU0gJbyBzCiOMUBpMvp+Rp+yoM+wSsTQ/VuwKA/ZyttJgk1BLeGc5riGyDDRnL8rqnyPJLxlgMpVPYAB35UAACAASURBVECIzdPAUmwcaqMfoHQOSFLNzsnFWio2tG2QeOr4OOOvi6Ec2jcN5tmxiY6lcp7VicjKDqmP1uQzQFxJkxL7e6luaMJOEH6h2mDaE7iT+B82HUHWyCBRq4ToPtMjyE2UNEj4yLrxVRDZJGLcYD8IhUbzC+Yz8toP1Sh8JiyMFiqtBY61iKXjXG2cdbF6jxICmpansPR9h9Qn9DIDOZcO8zk3k3TzDk3bYmlxCU3DAUtK9dxm0RPyXridmUf7pZSAsoS2adHEVuxcsj0Y2zEameOu4yL71KPverHnhaV2YkSI3qheOmihSyy1o8E9Edl5UM5vGZyjXGDSOhyIZPT9HDkne2ZFzikH5YzijkYjO2MpJeRUuGs6aIWIsLq6iheefx7PPfMsjh47io8v/UbOLAc9a4fXcPbsWexOdhlkSj1m3QweDvPZDLs7O4CDKIqw3Rx57lDP8kycY2mwEAacVz0Pev6F1962zE/l8nMVwLcNCdjaOJE+gux1rZZAeP6cuxU7v8F5mU7M71HVk74XHWptUCNtIHNIiQzUIWK9TEZ4teFwL3ii/PShff6PEEd95Pr3ur+994gFokTvvGiPVeupU1oUkXSFgwPvq7q5Wm5GSLJZ30Ik6u4VHUiJ5/YS6oXqDygsnHKyIBHqf4i5QtFHNJElgPSaAe0oZvO2R25EjTjqPUEMnPGDlMNmwViRsgOjQ33pwaO8GrDEEm9wLjt3SF2HleVlnDjxMP7Tf/oRjh8/jr/5G0Yfv/jiC3z55XXcvXsbX964id///T/AqVOnsLiwgN3dXexMdjGdTNDNZxaw6OhE7ewz/+WU12OFefhQO2TZecrGSNmkQhSx5cCR5+ByY0vlefSi4A/AysSGfApaKFJcsFLtYDPqOiMzmuI00BZPpf9PmbENHwKaEDEej7CwtIR9S4tYXFjA1tYW3n77bfzkJ/8Pzp07j8lkAjiHI0cO44c/+hHe+KM/wrFjx9A0Dba2tnDx4gXcunUTp06dwiuvvIL9+/djMpmIbiPsgetW44MWbV010VEkcniAdMuEwOsMWct62B48lBxpeh/Qdz2uXLmCjz76CN57/N7v/S7OnHkK//iP/y/On7+Al19+CceOHcPFix9ha2sLV65ewdGjRzEet9jddZbVMbeSy4KwQEP3CcR4VFkZPFBGZyORZcpKgZdZvg4aMPHicBdylAAgAVmSBHGG3PWqc4CTyWEMomdDznhZambK+zWwc5LERs+X40hB1prsGWnwM8yANfBVSRAHWOACNb6yEMqt1fFhDjBHB3I2PSionqkfNtPtrUzoOqnzJamacLLsJSmW3WFnhteVspYhudPWBUar1JHqJmOnZOkvdDsN19c7pVHoF0oSEQaJAdUwvus65JwxHo8xXhjDO8+2VcW2h0mUXreWWCSgxQP38+DeUieir1JEnF1ttxN+lYx6Jcs+1ZcqjQmwiTmishF8HSvrAJvJHZsGTdsIZ74mQ/X+yWgyOu9bk90YIooJy1d6SsnaJexEymrA9/Rsq7TUNzArzPmTQN4CUf1uCcy8z9KgkuRXRt/NsDuZYHeyi5KJm/9CQNs28tmMCqbMKgExMtewbVnMfgZgPpvDgREpGAhCXI7NGW0zwmg0ErHuATKPase6+RyTyaR2bbuAlZUDWF5eHgRBNWBopMnFkcgLSXVgcXEJcA5t22A8akW5IqPr5pjNZgAKHFirlvn3jIiFEBBilM/Khsxy0AyUlNGMGxw5fAQHV1dx+PBhjEdj3muStGrVbnX1IE4/+RRyKYhtAyoFc9GuDCJWr8csxIDRaIylxUXm+0qC0sjMbZV3chJPpJQkxuHgsx2NEINHmc64+uPlLEg3Ntulav90fKgmUYUKT38hAktE8TqzjFIxbikRkHMvQaO356H0jCh6v6zb6c0Pl1zQd/3Apw02re6AoY0TcEDPqKH9xtNUX1MD6TjkFjkIYdxp7CITPrQzUANEgVyCjKBRlEA7G4edqbkUQQY8mmbgBIT7FMRwsfGv4830cCuxMxBESd7VrFMeQinFsmHT7IIGiLwo7HhgDrIIDEuFEQhGImBOLZcsuls9nCsoESAX0LjaHd73HbYLoes77Nu/hAPLB/Dtb38bS0sLeOKJx3HhwkX8+tfn8JuPLqHvCm7evInnnz+LJ598CqdOncLRw0fQ9z0HO3Oe7TvvODtlTSkCXBluGdsAFZHSgJnAmk97Sa08ykrQHaocShAHACoXQLmYMLh2JA4729npc7laxaeNfcucAUMPtHTu9KSSoAoR8CFiNG6xMG7RNC1SKthY38DHv/kNfvWrX+Ff//Vf8Zvf/AZEBadPn8aZM2fw9DNP45uvfhPHHz6OyXQqArAFV69eRdM0OH36NE6ceBilZMvGnS2V7jXd5HU8nBp96eWGToLYG3Q6gKRcI2utHe9sIHivxhgZPyvA7mwHd+/ewWg0wne+81383u/9AfbtW8TP3noL44UGjz12Et/5znfxyCMn8Pd//xO89dZPcXhtDWtrh+EDy8rAsKgaP3Bipd3MBW2ryQVJBu5FYYRAriIyzkGQe91ETv7nQCR8ZpGIKTnbe1TDkUBw9EDAIUEZqMDZhBDJkPkk8lo5ByhKqfy2UqC6oXpvXL4J8plk/D2bGzukqFBFklC0Y1IJ3oSk2b3iWgRAmsGUysJNPbWMTGAkhREzpocUYpqOB2v56fzfWsGQagYVEfOtk1fU/unxcMI347WEoZYcDIqxhjMEVBEVzkdqkKkmIMtae6jSRc2NiVgKJYaIp04/hYXFRRx96ChyKcylsn3hagc7AKfNNUTW0Kb+oWhu5BTrkz0kXZkakA4Dbm0GCuSRvUMRTTrrNHdekNpk16FJsVMnJNcYAnO8mpa5z33fi9ZfLa0p2heE95f6hIBgz8I7hyTUD5LhCXCOmx5KtmEKggfx90WWbMmizlBSESFxYCjpo45WUTcHj27ew7kkPMI8kD3jBGXULqJpAvbtW0LbNlUpJAxEyV1NCkII2L9vH9qmxazjufSzbo7igSZy97NNDfOi9dtllNyhFBbv7rrEyS7Yfk2nU+zubiGlnudONx7j8YjRzXlG8WTJAZfzxRaqnqXjKgvvDQ+ofq8mfIIrB9nTBQQ4fkYhNiDpbXDggA7ggRNUClIpCLmgiZGrB3IdJWdOXgvHJqpGsbC4ZPuE+aIZTWzQylQdRsAj2vGI79F7BHiMRo3wtYM10SmVRUci6sQzEjQrNBFtaaASeKYnbbGGaqNCKm1gqTJoBz6P5Q1eJz95FnWfzQGQoM/BNIg1aFM7C0coYKmn+Zz5pWwvG8TYio+C2fChnJnGQ1w14aotN5jVhF8pBYAMviBVeeG9GfWwqk3Sg6PIEvNDfjvbJAksOGsU1EacKYt7Vs4GFcB5IelbdiwRrGN0SjtrNcLXDC8Osj1dcEg52hDKnLnbiferJciKIvCocDK+AWcgGqwKbC4bOxct5Uq2W7zpXOlGANFAwT8hTxO61CH1Gaurq/j617+B06efwoXzF/Dmm2/iwsWLuH79Ov7mb/4W7733Lr763Ffxta99HY89/hgOHVrD6uoqlleWMZ/PsLs7wWQ6xWw2F9JuHvBoyqAkJzYmaEAn03ECG1kfVJeuZhHFkyhtylMX+CnGKKOglIQr5Y08DLqcJQ/qOLOIrvlSRGy5CCqlk2941qb33PgyGo3Qjvh3UMa169dx4fxHuH79Gj777FN88MGHuH37NlZXD+Cll57DK6+8ihdffBEnT56EDx4bG5vY3tkWJNxh3/5lnD37PM6ceQohBOzs7GA2m+0pse45KOLsixqxomX/3+6s1iyr0h4kkAfZPfaDJIfPDnejTyYTlFLw5Okn8e1vfQdnzpzBlStfYGtzCylljEZjPProo1hdPYhPPv0En356GZ98+imWlpakHCUNJTS8HjJkiTmOkh3JqE/26wpVYc8+dd4juwEfDapkwA4sSdOQNoOYtiIVaMNNIulG1CYaNyyRil0oDyC2RMhiR7S5x2bSK9IogYg6bQdGcmzfqr0phRExx1popoUoXdyuZgqAKD2UXEw/EuLASLjX9qfyPVVMfq+4u5ZQ9VpiYMfWdR0IrDPKjiZZeYiIZNwaSfmLGxTgODgtVJ+PLl9FZ6teo947g4E1SciFUUwAiGiM++bhpEOUJ2QsLCzgsccfw7Hjx2TUGU8VoSJTVgT9tMZIWY8wSDxJgkg1rn54RtgkSZJbJy0BTioPVZ+RJBnXJhWABDmWsXLOwUUPkDQ+iSZslHtjYXzuXFUEOUtyoWd7GAjr/lDEvKSyRwbMmy2DOWcN2LV5ygcu3bpCzG9LibljlqxXXuuDCHmM0cYLNk1kZNB5+CQyKyNgaTFicWmMUdswH3LA/1Ybr00a8zlrvI7HCxiPFzHqOmxvb3HSlxJQiJOc4OGy8udqZSBnlgVKMiPZgeVdFhYWwPzEJLOuuXybiStREF+u6LO3f6+VDiJC6nrbA+2IZ2bzW2VOuDxHTviS+IbK0WXJL+bM8z4huWaeRR+EU9iLT9SkvxBJsyZ3LTvvuFtZ1i4EDqi5qkBoYoso3e1q/1VdQO+nCSzynSAJTSlIuRe7lOR51n1ZbOJYbWZRf1oPitqQShPJmZstNfbQeAIdYTRqTcqIqEqkcVwrjaqZ98VcRorGhhFpphu01W49YJPZnqJm7ajyV0ofYfZT9aHki91jIUJUY5HlMxrhgdj9EixTAtXON+OJiXPV7kieR5uMK8EXK2UpX43iHlRMAg8CB6464qhpGrSRM7ECQlcKKCtszOLhjJBUwj6nwRIoysJx1iqTQgTt1M5xgvKSvE1iiFImISIkQSibJrKTEi/tnGZc7K5TTtja2UafEvbt24eVA6v41re+hZMnH8VHH13ET3/2Nt5//1fY3NzEP//zP+HnP38bD584gdOnT+OFF17CM888g6WlJcQYsbpyAHk/dy/P550Iy/bSFSbinxY6DkvaCiW7PZtW9weVggQWUdeM34fa9aWvGmyyHAxQs3MPD55hyZwd7zwgGmBOfIxzXBa3YFG0vWbTKdbvraPrO6yv38fbb7+Fn/70Ldy8+SVUHf/48Yfxyitfx/e+932cfuoMxuMx5t0c2zs7mEwmyDlZFnn2+edBpWDt0Bp2dnexO53auERLSpwiZ8w5KUlK6b52inOHckEI1SkOHYGKy5ek3WoQoda6jikVxEg2g3V19QBWD67g+MMn0DQjTKcT3Lt3H/NZRkpsYE+ceATf+fZ3sbiwCO88JtPpQKA81Oc2RHKcsz9nHlGBg3RXahnec5mHHVswBJhK4vMhZWXlT6lB4Gerck+16YEDLp6c4QXR0WCL5VJYWoqbQYo5chWGV/QaxYEUwXB7ExGHygXMqXYMq3y0g2OJG872GC0HQJ7pD3qtPBZQRcV7WPHWAZBmFYch15IsUFUOlCFrTpPLeh9aeprPuPmqCVy+876uHQDoLG8qbCO8YwuXsnyWGOQoIxW5POlQxOnraSQqrIjkHRx5JAkiunln50vH/6nDBUQeRjjqOse4pIzcq5yOF1mgxBWOwgiVC7Vx0bhe0kBlFyVJvNkh6YWMUfZGYc4bJNhOOVsTiKKV3ju4yDSQ6COjzdLUlzN3mabC5VMNoHlqRoIrGST3pufVJrJ4lQEadOOXgpJEtchxVY2l5zDYq2zXiWR6EGWW4ml4TnUWwWbdjTlnUcio1QwNwgGIPqKXLuiIOObP6boOIH6uPEqPmx+izCeuZU1vvraXEvdIRvtxk6EgfeLnSkoofUQzjsCIJXF4TCHgfQO4Yo0oyp9UWtKhQ4cAkKhNiC8EENoGzLNjgIhLqI3x7hjY4Qk4xWdJans4RyghIHfc3a2Jh/rMru/3NI2wHfLM1St8RogIQUrofcqITcMUE8c/z2g9o4hd37PNIOlJyJmlkRJTvyhoM2dNwhUUKAXIiRFGB5kvHhuupsrzTIm7sbt+DioZbaNNRxwTFdW4Fp/ifRBakMQkQ3IwpJLqAnjIBPM2bKyvq5SP8XiMZtTy/te9J8WVoL4NPNADfYLzEU2sDTXQCEeBMKeNeIMmZ9u7bgBQMQihz0f/RAEYosKzqjlYqtkOgSzj9t4DuRpajrKDkGldTfJJ0EnN/DTTJwhZnIdyM0qYBfLlmx5evAabWsMPEshWzcG9RHmVz9DDrI0flc8m7Ec5LGqE9MJD8NwY4J0p1zvnOGCNoarZa1ar303iYABDMHPJ2J2y5M50NsPSeAlHjh7F2uE1nHzsCbzwwov48Nfv48P3P8Tdu3dx+fJlfPrpZ/jFL97DM888jePHj+PUqVM4ffo0jh49iv37l7Bv3xJS6i2zmHcdZ12JM8pSehjHxXFjRiYtOQ54T4oglWydm/zghs+Q9jw/dbrEkZMhNcE7oAk8Q3Mw8kinFrRSToohSNY4x8b6fXzwwQc49+vzuHv3LjY27uP69euYzTocOnQIhw4dwvLyMs6cOYNvfuubeOyxx1CIsLW9xTzQrpMMEezoMne2a1l9V96TlfzngomJ06CcpCUW3du6DtrJm0tNDNjBC3KWk80WdbocXsXPef0YLe/hHHBg9SDaUYvxaAQiNjq7uzvIuZP38R596KGjeOmll2TeK5cXfGgMYSrC++IAns9SaBoufxSHlAkhFCiCbGgV6S8tL+sYPTWezPkzbparvNSU+4EIM68Dd997eB/Bo+LynuYI5waVATmHJMGfdloWM2Sw61CTlJNowUnAX+epe5GuAVct9OWr5JOR151y4qSDtdo7Q8s0sLBuZgdERHhinT11uDDHxPeZSi0z8X0PSnhyP0FGVDIy4ysyb9QJByXYO3DXdSPPPRd1oJKgiywMoJQAQGf8zucd+o5FvhcWFxF8YAkW4TR579GOWsQQsbOzi9lsirW1NXgXMO94H3vhYs07HWfXcqmOWAvOmS/QMyQainBie8Q6DBJWtsFkKG5wHpQK+q7DdDJFKRltO+IkwwCI2sGZwcFcSlkoTrxe6lSLoOvaUKWi/pBAQAMa2WYsQRMCd7cGtV+EXJKpFRgaQ6wAoXaQ7RxfZ6VPOc7KwMEco7e6J8l+1vyKY//jZeJIzs46Z41qVTiID02USgOXPBG1K98B3sOHgti0gA/cUAkpreqeJK6+jfwCRm2L2LAiRi4FXceSXkRkKFbKWXi6ToZEcA8BFYLzfL0+RnSzOebzCZwDYtPCq35s1q7oBqrLrNXDru9RZjP08w7kgMY3wu3s0GcehxgCSwNlkJ0nRYxjbIWCBkNt+XsLUgKS2APlpnNlrgdKBrJHKj1y7kFQoXdBzxyBKEkfASdQs9lctBJrBTQXku/LmM2Zp6li5sFz01YW6SXnYDEH70woDItaJaqWTpMbTSxUHJ2pElkCvmJxVhMDAz69TnxSlJR/xRBZ05ck2fES4DfKWdefqj6e/Yj6l8o91sDR2uG8Myms2kXO74+s3VRnB+fMApK5ENowKC0XnVUJM2IkG47tcuU/hBA4E5E3O0EB7Ya9rzNh5e9kWS3IU0NEVJBJSg8W2Q+7hIohP2abqT4giPF2VuMny+yGwQORaodxeSSEgDY2cJI1Km9OtdjcwGlpaa/PPbrEmlUpJXSzDuNxi8WFBZw48QiOHDmK51/8Kj779uf47NPP8Omnn+Cjjz7C1atXcevWTYzHI6ysHMCjjz6Kp888hccf/wqePP0kDh5cxcLCGAsLC+hTxrybo5snpNSBqLP2+iLQfZbyOweLZAQ33UQFHPhW1BJwXjf4YO1KdfLDMozzHm3wCJ4z2NgE011sFI1KGffu3cP58+dw7tw53LlzB1euXMGtW7fR9wm5cKPUiy+8hO9///t4/PHHEWPE8soy9u3fj9lshq3tbW50kb2ns2hLYUHVEANyTkg9GdVBYCzbH6VUCRodU1bEMBgSJslNEdSG75MMZYfThhVY1spNM8H4jkDN4pqmxb59jHIP6RfzjrsMrfGqZ4Hy/fv3V/J9IblPbegQ/psEP9FF3suGLA274TUg1J+pTnk46k+viZ+zvE9El3PmvRtkSoLx3Abl/JyLnAnhrGmQUSo537ix0sySB5NJTM4HZMlXljIgQoCPlSdLBOs+NBNIirzWKRvcjJdAPcFhKPov6EjwFtQNS5o6olODZusC03KLIG21jOihkyh0bTUA8q4i1UGSpiES5mT2seqS6BjBXLLMra1OR72Ns2tj5C6nLA478nlrG3gE7vDUTnHnpUO/x4ULF3Hj+jV893e+i7VDhxFCEH1TKbF6hzY0GI94ComWsjXQ5qCimOfhJpYByuaVXykTetRGu5pQKWVGgYGmafgcKXJuwV6tEjFayBJMRkcCAQ3QhMYSO8j9Bl/LutowoWiv6t4NA/3h+MjhXtF/D94ji3/TholKOWCZl7koIOh98DlXWZqKbHHyvLf5TukEAKEdNQilah8zRy9zRUd8WNBy6+C6NXBkcMXLCEsu549GI95XQucCDcbTNY119XfSPENEiJGDSh8CyDl0fcLuzgSbmxsIkRuMRqOxPCptIOIDUoSaoJI0kECTuXoOs9nc5qY3sYVH4Eomkdk5OBEXj9w1nKUKlXJCK3tO50frP5rAWnzgVaaMq4Q58aEqUiniknWCuEee5JOLDcWYdDNLpnPOmM2m6LoOS/uW0I5a3pdmE1l/WGlAw6qQ7Sk3QLW1kidAF6nNcTA6HCsTFrNVatzVXjKCXCshSl8wYEB9tFAKQFWpYIgqGg1I/skax8n3cYpF1kym5yZLWT6mwvy+MLjh4KII0XL7v920h+g6idMCiRSCAlIOjXAKvBcdLc8MQ9aZqkifZmrBe8CzuLCOvfISmDmCTKAhUM42uooDgWCIQy4ZRQzqMJuDIKcp5z28rGoo6oFX3kT0AbFp4CMfHi5ziDGQUpeXANiFYTmUuRbbO9tofITbtw+uMHQ/m83QjkZYWBjjoYcewuG1w3jm6Wdw9+4dnD9/AW+//Q6uXPkCN25cx50793Dt2g18/PFlrK2t4eGHj+PgwQNYW1vDk08+ia88eRrL+5cRV6KI1VbZiFSyCK5yB2IRdNcCIN0wpB2iGBhP+d1VGQIjt0uApEGy/h6FvwXHs4t3d3fw2fWr+NX77+PunQ1sbm7giy8+x5UrX2A6nSClgn37lvDkk0/i5KmTWDu8hmeefhbPPvcsVlZWuATXddjc3MR0MpEOTUhpuaIf7LgIKdWMjhGyYBB+bcKS+/ICu3uHUHR0H6FISU0DBw1miqyRI+JAxjkU0pFlXDFg3Twpudp6yPe42sDBqBOhmycL6lJJ6BMLqath0cOpRpkIggY29ny8D8gznrSg1QLnAlQoXnd2/e/aMKW0BhX8VfFiFwnkeOZ4LsnQHIi4LH+vl4y/M0qKzfR20iBSpLFMkrKgyR8IcAVaGCGxNY5kopFzIkGhtAlGNAsVOAl6OYCq4s0cjBVQccilih7rDF2deKFoRpDSpPH15KXUBiKCK66ie4MkQcvWLFkU4XxmJw2gFHYy2qEtkR9YQF75qPyMdO6vc5Xon3oeKwcwX6oadJi0D5zQhaSbvW1bxNAgxGjTkXppqIMDnHABNze3cPmTj/HZp5/j+RdexOHDR6U02INKPctNbC351alKQ+rKkPaijRf6PBxJ9cwLj5WcBYUqVeKdx0gC07blrltShGOAcjgAmfh55tyBqBdknz/TQ7mJXvY1c3CVP5i6fmDLCzoJ4NV/qTMmQXJ5ukalfvBLR75G5NIjz3sZ78Yoon5Gyj16DbJJqzLabdxbMkbFgRyZxJ3JBYnsi/f8bFOnk6X43HY9V5jadoTReAEOQN91AGSPFlUtYdkpVcLIklR7r130Mg/Z1852KgVMaeNgn6s0sL3OzZLc5TvvOw4qSEcIK23DwzlGutRvq06zc0zhaMZc2s45cZBMrJXZto2cE8+VvSD2UhOEkkFO0HskbqoCWYNWKRJwDKgZhpxBaFKRZzx33Qw5OzQ+IvqANrbiJ3sEH9FEQvFMiUiZK3khcKWxE+FyVXFAKfAhMqoqSP3S4hKC2D9tMy4pIzsM/KXgD55jh1J0LnfmZNkp35yTOocE7zvs7OyYjVLaQdO28A0ninzcHEbtiG1wYYWYTNDmlarRqwFiyeglkXADH1lkz3jnZSa6N6WDIQhTiOOpaFAKVWkG+JpN5zzgekGiZ+IyRPBeSmZVz80Opl4YyJAckG4wzUqN1S6GSR39MMgptVxiaS8MJfKeO7o4e5Fu70EzDdHebMukCbyI/WrQ1SfE4BEbzuTZwCb0ytMg4sBRIG8AwpEpdj8O7AhrZktIfc9GYDbHdDJBO2qxMF7AysoKDq4dwtGHjuHRk6dw5coX+Pzzz3Dv3j3s7Ozi9u07OHfuHN555+domoi1tUN49tlncfbs8zhy5AiOHTuGY8eOYd++JYzHI0YBm0bkCrxJyHDMOGiQyYNgJquWlCJ17CyjTCRQVEORY0Wk5vMOk8kE6+v3sb6+jrv37mFzYxPr6+v45NNLeOutt3Dv7oaUQoGFhQUcO/YQjh07jie+8hWcPXsWjz/xFSwuLbKwrgM2NjZMSkclPYKIWztUVEIzS+PiqQlyKndAttGHSJ05QeeY66YcLNm/Cus77HWaijKQJD6W8TouM5lT8txtq80Cdg2lBurslOVy5HNsTjiKnTkLWqXsqkkQBzJ82Lu+Q/CBy1IDIWg9fwr4aBCgQVChOg6NDUkBcrZKgncePvL7a1c92b1oGVp5tM5X+SCAA4DihjZDuogH18SBFcxBaxZXZZyKlboJYptElqVm72T3wAEcAYL6eUGruHMUNfgiMp5kkiaHMji7VMAj+GQd676hGsgJUKbyROpEVcAaIAteks6pbRoep+a9oU45Z5ldPEfqezRNi/HYAW7YHEM2bYJIFCPgpMu0QckZ21vbhnAaCCdrdVtvcwAAIABJREFUm3PC1tYWdnZ2zPEAJJzGgtFoZI1TySVz3MMyFpyWhHXthefrA9tDPUOyZkPbpzqfPnqMwkiEoWMNQIA9Z82BK1qUmAuo83jbUcslUW1sBGwd9bqyyPUMu7tNekjWU/d9/U49Xw+ACvL37NT52Y7HQYShY0XI81CDVwNsabpzalMKCKIUILxTImL+WqO8ZCfoPSd6zjnM5nN0XW+oHQHC/c2CyNdA37m91zwnQi9NJanveE+VqlHLyJ7owIrd1Px6jyQLmKtpz9U5dL1WuOQ7C/tDS9ShFUitaCnNIWBhPEYUPqcmOlEGJjiv/pYrHt5xgFmcR8o8VcXZSRSkbIDg8p7j8xFi4PGKxOoCICC2S2ZLFRiJMQLEFDPt42iaaGNu/YwlhrjfIqBQFhDDo/QJ89kcbTOCb4NUEwBHxdA7fXmpNLCCjJdkURtf+flx573DbDYFEa/B7i4Pg1CerQOrkrQjX88cmJfpfEDxDpz37o2Tqj2pVBsF6OpZlWfuAelqMsqJAYU5I/UJ065D5GxE5FMkOOQsX+FYmTACvVCxTho/FSakkuCyOgOZZSv01sgOpiISvGGlPV8DTXP4gE3LUGsItycoZHKItkI5nhxgI+SqE7XubEFBLTPRzN4MnyI6EqhIWShL8KPzbwmKTlQJIDXU49GYM2tdCypiXFjqpS9M5J1MplxOGI/RjkZ45tmn8fQzTyGlHru7U2xtbeHSpUv4l3/+F9y4fh2TyQSTyS7effddvPfeewgh4tFHH8ETTzyBw4cPY3llPxYWxlhc2IfFxSUsLy/j4KFVjEctYhwzgiozhQE+64wk6Vpo1u2gZYfZbFaHz/c9UupEhX+Gra0t3L59C9eu3cDVq1fx+ZUveHB7rlnfyZOPYnl5GaNRg6NHj+KZZ57BE088gVOPPY61w4cB7zGdTDHdnWA6nWA2n5n2HADrph9yNDS75+c67OwVI6bBMeqD8Y4J/84OkorXwoLG2lGJAVrNmavum5STIJSsweWcNjXotCXuksvE882tTrHnxYGfF/STyMs5gx1QgvIVFa2DBLb8814QEkc8ZrBpIpqmEusHdpTXCt4QmyLoOYFEsmTo5MEoljSbFCl5qxNg1LCej7pODlbeBSNCwTnjTzlNeweWjBTphWcUQTpAlZFThJvk5BkXkS+pQTYHJd5HOZOA8wGtzM8lnX5UHEL04vydoZwa2KuzJ7UvGDo/DbTJAjd+FbBzF3slFB1FOBVRrsGxTkSR6TIFmHcdZtOplAnFvshetwEJhTvYU+qRFPVwPPVE5+2mxJSH8XgsNlrkXobNRdrNmrN0pBZLYnLOoMTOIDfCrwQjoiTnR3maypNVmaIQnND99Klx0OsDP+8isl1cqanCwVZiljPDY1KrLQYA7zTRF/60ZBzMQc4mIVaIKwKzNEM3l2RTBxeoL0ENMlkcOSEEnmeu1QI7mtDgl31WKYU1/8YjxBhRimNFD3LGj6yBi6s+VL4vBJLPkdI1FHF0GI1YZ7FkRYuzrTPfgwR23ov/8cBgtB2BS7Fk9oz5caNWEv3iACpo24YbTmTsHtMpCDpv2oUGTVOTv+Fz0hGwutcKik0w0p4H0mRK1o9tmyYZhPL/0fWmzbIlx3GgR+Y5VXXvW3plN7EYTMBAIjGiJICk2XDMpBkbfpHN/GKZRmMmk0kkRRECuIgjDQlxA0Cg2f3Q/ZZ7q+qczJgPHh6Z9Zp6VKsb7y51lsxIDw8Pj8sO9xaNNYdMYDWCcN+3wdYb9Y1mMS1NcrZSsMQ0F4cmtUzkQPwfAhyzmaUHIzuSTkTCyEZAJBHQQw7h5jidjnj2/CklaweCT8o1uHaKkUyppQBRZW0OoJRw+3BUADJCjyMH2YhaKrz1qMZ4sHv8p/Udu+/RxR2NN73FaF9WTu4c+f6HLVRnguIOlIVfdYe3sNbSWeBIhlbPjjFrMgSPqTiVh1qSFpqbvbewKcuxVREwxz6wm9o4HzbBXuYSSX1LwxPZh01lKpchK5s2kuWBLHjeyjoTDHgeUu4xTQYD6JkZlvhs3fR86OdBVsrNhtCDyqqevmZDc0DxNOIabPgaauM74FHKn0u9XQincnN6aAsBnZ0CHmQ4L5czbSaWAw4rDbE/eP99fPUrX8G3vvkt/KNvfxuffPIJfvzjH+PP//zP8Jd/+Zf49NNP8fr1G/zkJz/Fz372c9LRUXIs0aDw7PlzfO1rX8Hp7oT7uye4f/IEx9MJpxhrV9fRWSe2TYGPDGzD61cv8eMf/w1+8pOf4OXLV5Cv1ay7U3PE3hpnTd8d8PTpM3zlq1/Fb//2/4Fvf/t/wrIsePbsOe7u7tLm57NPX+AckxP2facvF8gG1QB6Mm/u3uJdMTnoZhl8qdmIJCMyXdFaSg40F90AyPNTAMsV7wU+bP5nJB8KggDZrNyIRsBSa8lpH03lh2IxnSW+OX5IWmDpH7V+WlgfKfvEcjvtSOBGjJL0YhrV5WL0XAyEjIyVTZabZhZNVdk1QixAMucRX9MOQ53KgogGSxyYjG7EgjYFycz5AJa/ZX1Uwj2xxKHq0uLOex+ZctIjbSRsMPrHlhI2UkvNxglezLCNgEuXXenblwGTneiGwm5nC+3YPCUD0xoKbTdBHVlDWU5J85vl3Ii+ZgXrKtBg+Ty3bcPr12/w+PiIZSnZ2bqshwTyuVZg0X0ZCYE7Hi9nyOKlhVmwOvFblPfRgeuVnarvvvMe3nv/JWBkX3hQG5aFPnbqKCeIjvcj8GQEgZfLdTBbZXjviv0Vo8QzJqRCpaBtUeZtmqns2UCZrAh6SD6HhrTUBYcDcDgeExhwj3CCxrp4JhQ9NMMtStGzRIVAA9h3miivazSrEONybeQCHueHmK290R+Q+sloHIpSMzvASyZ4Yta43sN3r9LRAbgdtaq1tW1kndq+R1MIWSd2wReU6xU54SXeMyeFUN/eFd/iXu/v73H/5D4O/oqOzlLzTkPobb9yr1tBWdTMyCYNEiPLDXCU4X0PILOLYfVgk5OMMkrb4twX2HAXAbMzqe76HTGveV2xzI0cTg9WuMHAruVSDYd6wHoQeI9Gs4iFXLsEljAaZreusr/j6dOnmUDVqGgUFDTv7Ee4qtGHFa6lrkEqELj36f7dgbLS4udw4ExrhmV5Vy+o0x4R290QjSvOPbKsFWtfsSCkT+CzKTDcHY6AI3XAtEmqUSERww4AJTusFVeUDCuAdlc7YnxGNIRxPQ6SKIGjO5oZWi85JtSKkiGuaemqF2V6GjA39pHnjY+OZssDUxmgDpTUb0QZb2T3w4V933bs0YqPKAllgBIDNFEmAni9NWz7dhusLdA7WHobJw0gEejbGzVFuMp4bbgajsw5Fm6xqEgPy6ARzIeYvieCJ4tFUmyUUkuxAKHsmFOQYtMPh9s/9gsPwlpxPB5xd3eH4/GIr33ta/jqV7+KX/3VX8Vv/uZv4MWLF/j8F7/A3336KT755FP8/Oc/w9/+7U/xySef4PMvvsC+sYy4/N3f4Sc/+THUWV7DPFVdgjockNdFlqGE3tQ7tVev37zEmzdvOCMTg+l7/vw5PvroI7z//gf46OOP8fFHH+Hdd9/Fs2fP8PTZc7zz7rv41re+iefPn5FVacD5fMbrx9e4PJ6xXTZse4jKY32UUrLZxGRG2n1085eaazLLoAKIkR2NM1fv2MOvis1eKmWNRCIYB2N2rnckVg8BqDw2mmMkIT3B5wDRycyBm7kGczGAYzzDGFg/r3Wt0Tnx6U3PRvokHoKt7VNwHyL1Adj4bHhIy3InmhfcQwdcMqNXwJmuMu8zD8QA55n4RQBLFqmUSELCGzCE7fz3FqzByvnHQP5OBZTxTjllonfuefQYBbbMlYQS879Dx6g5tB4TdTACYY3grmu2sTRyL7CBTDICy+cqj04lVirVsgFiB7CEDkvAXvFrZjNZ2m3RSDQ0bgWn0wnP33me7FeanTsB1rBPMex7x+PjI754+RLujufPnmFZlix5DoZFjRcX3J3u8b3v/Tr+wTf/Ad7/4H12tW5bzAY+xfuj1lVleL6n285Rrcu0GIoKhUytHQHEosHALWJ2AEcaHasDOFgfi87jwmlWYtcZM0tKZNSckrEbQzuGfQ8pVcF6oLa+Wtik8FfeVEG058XClthbEZKDJIhKRpR1zRv2nQwqQXw0RYixz/PlltQQEyR/xMPhQG/eKBNum8rTUSIta7KLmfhEMtyiSUYNQ2ShtyhzGk6nI548eYpaF7x69RoPD28IBNcFr9+8Qd+igaTv4c3LpqEn9/d4/uwZTidWypbQGfceCYvWRC1YS0ywQoD7SA4sYyKft8Xa1/Po0Qgo4NgaQZ3YslLYZa5q5BZsoWzmS2HlgRW6I66XSHAihrTWOLL2+Tu4bNdMohRaFY/iygh4W+zt0BaXxhL3kiVuwErBuh6yY5tz0MuIiUCUkB2hfyGesCEJSClSnFGMhfTcrLUmkTESMJqdl7rgEIlCsvxBIlTZZXXZyhEEnx8fURd2YcfSz3UNs8HS9+HVa6WgBKObkh0b8VlJRDGw/2OhrIJN/z60VDq86KoYD7rxRdYQJxO5OqpN3n+xUWa9X9q8Nt2gYWs7KVgbgmuLQy1v0AdtKgsPTknQgTY2PQ+aOPGiE9CLNu+0eN3h+9CjpNaxj8aSFPRXuv+LvTLQfmDfWoK72z8KdxS4hn36OIRKmbQEsXyL2BiNOmtoob3qj/RpW8It/xA+Xx9//Mv4+OOP4d5xPl/w8PCIly+/wGeffUZA+fnnePPmDR4fz1FmZsn7zZs3eB0eiOfHR/qpbZpXOu6BzOAzPH3+HMfDinffeY6vff2r0Sm9Yj0ecDqd8M6z5/j444/w8Ue/hHfeex/Pnj/H06dPOb/TagQQ2qF89tkLXC5nXK+0rrjuV7Jx7sH2DGNZAKlFc3jOQ416QBJ3s9eUNmSxEmMlpUEcna4IsCB9E1/r0Ozo/VHqJ4d+seoRvorBCzWNHl1lxSwbvlJWUYN1L4YcrgOxDuMPx3uySYUMoSdLqOtWSXZm41VuMwPqwhvTqEjpBVPrFN3R7uwYHFlmpU8pLLp09+zGNBugBhgaQpqDt5trUeLI8urobDYi9SlR65y2sRTYMkAZNXcEnFXJYzEUHfatY7swWTz4ynndxoSu1MrOTyWrwca1CKjyM6SOSwlwD1I94lxHaLkLAPoLKml0B/ru+cwckUADtBAJ5nZZ3gKfrnIu4vnNcYVxrpaKQ11hq2E9nFDLmjEKhbrjbacvHVnlE6xU7O2SHbC1soHvcOQ/pS7Y9gu8qUpjuFzOuLu/w1e//jW89957qLXgfD2jOasDDotGQ6MpcmokGUepGRzm9gLPZvIOJKuhKTBdbHrR+htTwA6HsHepNYIgK1c1GCpHmTR+8xLjoaxEQGXk0XzD66LtTgw+sAJ4SVCRbFKVzGOwirAOhKH6XMUg9+x5ruy+E1hURDwC7YuWJRJWv1nvg7UrMKOVTK0r9v0R23VnEhTfs2/qtu4Zi5TgSQJRY6wknBUNGXkbDKe7E56/8w5evXyN//z938Onn36C6/VKkLksOF8vNNV0SX6Gb+XxcMDdkTOt08M02FPLdqWpaS/uvUDkQ833IesuEhCeccxELpUojZtPz4cg/ni8S7/f9XAgExm+tBV8p0up2PeGx/MjrpdLxhACxxPefVcaRDalac3O8rccBxiY5k6TfFoDx6Lqfkr4OFokR2S0HZRRAB6jLgc8Gwx67KF+ew3DK9nibOO73Ds9ImcHBrrSLKGJJtgc1QHqeXujbyOM+/hyuXKSzYnrpMNDlxB0lSOnZo0YONar4rLWsZIVAIm9tDZ6dyzJPsHSjqaD4ufFpIpTJhEjz/XM7PYgL6XCi2dwbb0HcGSwV4NLjwN6jYklDnZMCUTCxfI1CIQB8hEbDGF3MSoegaQjbT8mkGgI2tw7D+3pBffowEP31MIlKAWgqTg816aFEszr22X2EZhGBi3an6U/GSXr7zjGbKb4deibOR4fY87qUpPaf/LkCd5991187WtfzRe9h6/Y9XoN64OHFMa/evUKb968Sc0iS8SjA7b3juPhgPc/+ADvf/ABjocjnj55gtPdCet6oBg/KOpnT57i6dOnOB1XoFb0YPK2K017zxeOTGzBEu9tQ9/j+UsPqDU4ZajKCj2YNpb5h8eU9z2f7SgLRlewEczvU3KgZoF5M48s9OYL04Eltk9fImNABqxnowKZGYrkPQ8OhJ7EkmPkLQqcTGuk6D236UAsmeXxOQymcL4HrWlvLH9Kk2JW8kOHqfUM9sSuCChrfm4L9lPMzNwUgwxw3mSRMu5H9jMeTCRB3GDWlYjBF9SYSsHHKysYNnTVJZ4vPK2vFWxLIWto4QMroAaA7ImeKRdJ3GmcVhistFggPocydGqd5XJ9H5yg01X6rAVNU3UwmEW9Fkk+GKt6fDZZe+kJ0w8z7hmRSBs4OECgRXICWbocIsh47wRxZri7u8PheMTp7oRTTGLybii2w2yP58s9uWxLmFgvU9JEkCuZSIlKRI7bm2KJJnhlmTV+uxhWD6awNzUXOMpRzSvBnO4N5cQYVmtJIJ0z3qekKg+02EWBTfN7SjRkIu5v23cyx8NVOPdvsjiQnk/z2JHXLxZKmtDbqhQ/T6Mx2Z3dUr6lMXhliiWtaXLa0Ea30JXmM207SqVXcS0yzu65Z8XoSSNXoumuNxIGrcdsYjM8ub/H02fP8ObhDb7/B3+Af/tv/y1evXqJjz/+GB999BHWo0ygEWRNzWs6X0gwtG3PxGffd2zXK67bhfH8eiXRcL0SrM7NQFAiMcC83msyu8EmEliu8R5sYk8pIzkeT7i/v8Pd3T3u7+/IfoaHs+x55O7x+PiAv/qrv8b1esXLly/xR3/8R3x3HXh4eBPAmPtmeE8zjvXovxDrnyu6O5Ya2sW14sn9Uzx9+gynO2qHxY5akBQWMgQ+T50zXDtahQYl86HPlI7Th81aeolOiYdHU+QSOtdto4fz4+MD3rx5iCpINEl1+kfXwq56JdM5mMHKvCvi7B2JXUqhQGCdPqgYsU1NOT2bzoJFzw2n4Bo3YcFEllpRxepEGaCLk3QMl3cthGqoGHYLHR3U/BjKUrHAo7mAv3uJYKJOJFLCYsPGga6RODqkyTBovCGZiz0CmJB7MhRGq4uiECN2CNRWVSvwGvdQLfV1cMdmO6nZ9GmLoKiwkxnN8HgTMMqRTxlUOuo6ygC9OXpzLEt0s8MB8+iMsgyAKk9ymHlk2RG46BK/4nA44HR3l00lGUHjz6CpA2i2hm1vYyxWXXC6O+F4OnHe62wu24Yf2H5t2LYLPv/iC1zCr5I6xT40nvE8OtUdQAT8xSjmVvNF66EVKjYSCDF40/O1YPf42qQz6zHGrKNbu8mYxvQTAXzPIKfnp40ksMpZ2uIZMTQfcBptq6NxAi7MQAeDxWp5dPoGazkDrbFOGLZuDbTHBpdoXAczPSWlD9vTV47d1GES62TD9r3nc5Q2T+9R98oy62DivI+yitZqgi3HsNuQz1wc+kuZbJKmRjKzYCzinsqhBrC1BI01ksZlZdK0ufN9RiJXCmfmqmO5VE5uqpWHXIvs26IKYJKMRG456+9GBUKa5biW7GDv8U7Gey+hm6JEje+dE1T6WIc2yte9UddK7WhIVnpBKVHisZJdsXsPT0Kb5DFAymu0Rh0aFXfF+XKBm0VZ8RjgkROHunHc2B4m9aUU1KXicr3gxYvPcD2f8bWvfBX3pzu8eVBTzpbvOBmo4/Fmz7/NAAqP69rmxIaNJB1WHZpXr6RC4+Vo5bFHCZhm9z2SjtSVQglSsPpxjpVawrHCkpXdG4kArcuiUmEbndSzd6dM3yl/bWH4HQ1HbSoZdjZPcChG3FtR2TC6kpeSh/uIKZ7Akb6AHdcLPWuZqG3Q+UXPwQCnRZ7H45lybyv+twEI3KJh54TnT9/By5df4D/+x9/DD37wA3z44Qf4znd+Fd/5znfwrW99C3dP7oKE4ASVUuivfN2uePnyC5RSOI0m5BzX65WNitcHXC/XmGP9BufHR5wfL+k7qyTL31qv2bgn7WeUaXtUIfLsjvU+ry/3jtevX+Lly88hNjv1dcrnu6YK7fj4419G944/+P738fu//59Yuu/9y2t2whA3n2lzci/t3gGH4wHvvfs+3n/vAzx7/gyn0JBrwlqtK9Z1wfFIdrQsdegZuaAngsNyL8w2gUNeFbxuxhJerxXgeDji/u5JTl1jNWnBw8PrHDJRjE1Td6cTlqUkS6iRyaNHZOynTOrChYZVgHgYzr1Bfi7ivbEKpOabrqQaebjyRpclDIZj46ubieXhEmAxgKUHt2AFayH67Qi0HAF6j+aBZaEOp9eKflhRrUbZNzZr6yxV1WHJ4WA2yVJax/Dww01GMS+Aa4hnuTmp6bBlhRtHSKHH/YYHY12HxmX+nQzkHR6M5ozWhxZlBE39vRarupe0UKQ3PByPyTYOw/SYQBLsW770eUEG8CGr1uJAMZRySYC/hAZmqWtmgaUsac0jIBOUGZZDRV05axeNXcGvXz/wEMzsm4fIHmay20aLhxYTAAYjpsXnCfINQEWl/qmUANMFLdaPdyUgBkQpQFmtbCJSj8RVEQf7CKTXKNVKDyb2Ts+OT5WdeCrBsiMbUBetyqwj1AwNnwHhOdozY+c7j3y1COBPALAOg3lmniOMcR/xAOt9rB0L2lWawFtD2RXuHdt2TqDOz5PfYUndDg9mn5IHu9HIANIgEtzWpXA8Vjwzlfa0nucxegrMrV2DvVmTAdqLY1nWOOzYAMZrl0E+bSpg0XEY72fbNuyGuPY+Ge2PxgUaC1NjpqOV5eOGJTwsPUCyBOEwsrYWz7QHq6QJPTNw7r0PTbNHacaA5i0AoErS/OQSwHPJOACoczvXhzXUZcgUUgoEAJUHyXpgl6l0qLJCG2UtT51g0tgQw0r2Qp3asqqRzdCT+3t89tln+MF//s94+cUX+L/+z/8TH374UersVKKay6vaPz1jF69YyY27KnANY5wkG0fqSl3WUpZ4/oLDQyvb9i1YzrE2NcCBTFvIGHrPONz2AJpKUFx7r2BdODec0hsPvSmTb5bMl1gHngk8P7Yj/LgA79j2K51BIKDjQXQsUbIc5TuDJfuV+l4gGTdNFDIruO5XXK7nuLYa70nT0GRazjW9rjwbUufXesSNkVBqT7IJ5ikeH97gd37nP+D73/9P+Pjjr+Bf/st/ie9+97t4/vxZMFCF9mZXVhaUW/Xe8Hh5ZJl4WZMlROwrBCCBA7K4S2GZBQmiiVYx6q/UirUuOZvdrEQiu2UHdVYvutitwWJdL3QaeAx3DW8tbbWUZO87J+DsQVg8PDzgpz/7KX7+s5/h9avXGXMznmqNzZvHtZUcCvLCP+zhMLx6+QoPD4+oPwsGNY457X/Zpcm3Fk2sIWKd2YgLCPRgBnPFdEsglpdlGA2EBtw/eYKv/PJX8I1vfANf+cpX8Mu//Msxkhh4/fr1FNNbSFfu2QfS4n1NvSCS/pRpLXVRXxE/cxxjYp1xhnP7DPcDlMqRg3lCQlQz0lMNcFQMux4GAuPkkWnjyM/Ne88xgOuyck7nMol6G9AH9xcsRcFSqSPTgUEtZQM6ArlXzpGEx2gmZv3yCjPn9xwO+s3s5lQjAYNiATUzoJefS8UhdkWUMehH1xgctX8tlx+fg5qG8mW8pQObt7xE2fy+0UyhkuoMPlWSYwIyAuq+d8x/lPH1xuHvZ5cytSQ4cg8wnu83aFOBUlHU0UhBk+FpVJMpYIceVOVI76FxCeCBsUD1TjzACXpo+GKMmgHwMkBbOv87zWvdachq61j8ypQkp5jLy7MudgaNmcHFliBmlsCf4UPdqLxW/WxsIFOJg+UkvvOeh10pPDDFYjP4FPi+ZUBQpqlrZTLGg0NSDF2HGnHEDPId9/h8JjDqoNOkgH3fUn/oHr87Oo21PgQQ9Pv07h068AZDx3uO9TwxCkBYxviww8jsNa5FLOsW3aA09PZ8FwJyDqDHe1fJtrWGvU3v0R2maTre4R4TTLrDCw+2sg4WyUKSQr+QcX91Dp4RqBPSFMD62Jet7dhinN66GFoAFu217hgetJjcGAxT+VyML9eJRtUdDweu514SOB4OByB0V8Vqjlvl1JkdYnaPxyNOp7tgguk1t8bM4D6ZN6tpwIymwNu24Sc/+Qlev3qFUiru7u7w6vUblDpKqXNy+PDwwNi0j0qO2C6V7XNNRklLrgY1Osnd47lGEr4sXDPn82N4+ZbRRdvHmhtgku9H4w21T707GpSAyooGuOyX0Pla7uEk7zCr9JDXzrXhkesG666Eg980gLqNqD93RovNQSSnN81qbcgClnCwWNcV29qyyWCsuWDYjVWufb/k/im1YF3WiXwoWA9H3N8/wfV6we/93u/hT/7kj/HOO+/gf//f/gV+67f+F9zfP8GrVy/x4sUL7PuO8/kxpq809IkNcwtwnmtnskyaYq4mmsjbVzFACZrMsUuN5sYAIrD4O1+wONB7jPr0yjMpvIbT1aVPU6cAVBvjDH2KT+ruLeE9eb480jIu9L8wjYocspp8x1GK7U4GVlOQJEHK8nFjOVb4wfeRVLS243w+4/OXL/HiF7/Ai88+w+XxnHvo7T/uXH/dHX2/ZJMcCYAtLf/YONRzL3/++Rd48dln+NGP/hxPnz7Dr/3ar+Gf/bN/hg8/fB9Pnz4DgHRJACxmzCNxmrAbgKwozVI6NboUG5VFi2cnlh0+rRcxzOAeW0zMSqBqdkoPxUgwmNwg7pMOyVFx2+HagkFy76ihE5GYGtYSZTMr1MsAUgule41mAXR2fwkHF6ibaz5Yx03yoUlfYai+wn2Ift07tZSRSXssIGkbaTrsCVzFLsyHZ/IH0wMdi2SwjPrftyVIdcbuE3i5/VkBCDG8VDxcAAAgAElEQVQHs2Zh/v3zZxcLTVWXtU4H+tAatQbA4mBFQClnefG879iV4ZcSWY+HPoV+igKNBD0F5jUbUGTl4E7fOVSyMdZb+IMifA2nbvhapkNjsKoEA8vN4pZ+kcBpBoYEdYcD15dYAK3nEeRDOzg9r97DgqWrk5prqgZt39sOxx4/O8N/bp4xgiwOsmmyTpZ3O+1Q9L7m30O9C26YFrKHyuHEXkR5wDURJdjC3t5aL5HQVQQTOOZFf3kd0girFEPxir0z8x4l3bAFERsXZT+xfww4he/Fkc0RAEHWvlEC0dto+MmSlgkIOxMHsNToIZi2WMvJ3Bt1sd4Ab8ClcUTbKVwHalmwtx62JmTiKQ/hIiCDx99TUWC2vAUEA0h21mccBVbaaNB30JYiQhgnSMU+XCpQp8YZd6BbmAEpULNaUteKZTFsOz9r8UIA2Rl0i2lC00IXzzbMo/V1MpMjWeJBJ0lOxJfwDzUBtu64PF5DIkPTcJbYRxxZljVKlOdMAGj8f0AxcLRnrdlAweSFTYAGY+PFRCB4PAcmrxWa3NJ2Tt1Y12Xai56JARBa76WGk4aHgXpLAJAzswMY6LDeti32bqxzyTN8JNfIbto2SBC31LMGUZnAW/Zp7i1nrOtPVqTijEOcL0k+RFw5HBY8ffo0tJDAduU8djnid/ec4iHNcZqWh+6n22hsKcuCu/s7dO/40Y9+hD/90z9GLcBv/sZv4Nd//Xu4Ox3x4sWn+MUvPuc88+2Ch4cHlHoY+zBuMmtjPjmFTDGaX4to0RuKISyBYmymWLSIt5y0VG7MLeACRPuN/KXEJJsSTSBKeODq0FdTjQUI5cmV11hraGYXrOsJ77xzyoTA8ueHBd/tOYs8B+Nl5hcUpxn39gSRvbN6oqrZ1nY8Xh5xfrjg4fUj2n7NdZag20QAjGTLxdJKarHv+bwUQ3pIwq6XCz7/xQv89V//Nf76r/8av//7D3jz5g2++91/iq9+9Wu4v38aCdkFe2/RlEjZXZXNVKz/2fxqXsMW/R4jrijsjQrVTMTo5xxGjaNjdJElo+ajpd0tvktMTBy0hsFe9U49m+roWVH20ZUlUWpu3BkV65swia+hXz8YyBxED4d7iRck4jV0i1HKsMzAgymYy4LoyXbmg4yFxFmt04N6CxBmJjyxLvP3zfoPHfaeQUxGu6PsOR/sYuC02MbIsluw+rbGhFdlecAr2AxAAFIBY3VEufuCvTV2tNUCW0pozGSxEAkA5N1miq4TgPH8t375stBEWCLdZEPA67CiZ8Z7lon1mAU92NlxD6OJhLftWSISEFcpQL/D3YPBEfDmYayZv3ruSxxocGDrxkpWfJ3vaTAKAJm0WhfIiDzF/rHedNip7KjXIpY5XQVu3me8r8gOl3VJ9kOsxroeIFuq4/GYn1tiH+Y+mhIWrUP9d3c2ab0dTObxgmLv5NW6T9m0nAe871PMIOvv/Xbti9Ey075peQjK+wyZcAr4BjjuHobSHVvnbF93mjLfne5yr1yvl6GbDhZprKEAkcFA3JiehzyChwb9/TpKJri0vKi575RgISQUy0L7mR4ed715xrCig9GW1EryWjfihlrQ0HP+uphb7Z85gaCXHw8T2Azy2a2t2JpMV1R/WOaODtu5QQuWa7TWisuZz9YKS2Rp8bPvKN2C4QyG0nv62lLPVTKtV5zWWhWLpjWlbtkxk9lg3TJ6az9YGIjfgo3RWTz2O1nWVdO+qmZJB8PUPNemnpkagpZV5vFDCxvfqieE1OqppNq42NW53pScZWyPSgsc6I66Lri7u8O6LGl0ve2j2oTKRMJg0HQ1xS8rJTxjw0arcIzf8XSHz3/xC/zRH/4h/u6Tv8N3v/dd/OZv/gY++OADvH79Bp9//gXO5zOkDVZsXZcVKvnOZ2FdWGL+EsCK/29vHefHSNhOHo10SPbRgg28RplUFmJyJtnbniMNOQp0NDIC1Cc7wEpVp58vEtREghQJxvBTjrg9NbpCzz3PBsV2m+5o2LCJlZS+UPFTCax+jImodKu061mWBe8+ewflnTqSbiGnYKLzTChDm4vQVKspFe7ZkxB5DO+ie0yFeom//Mu/wA9+8AP88R//Cb7//T/A5XLG97736/j617+O0+nEJD3cD1hNigrtlCDHI53wC8Z5fQvD4mvj+b2NO4iPejhQIlq1J52WA9QxGm0TiNM7TZpzLuvoXNNIOGVdNr3SFrMblQ1DgcBoe6GSXR3vDhJsZ6lpsmRIwIbIJJ3t9CWCmIMD0q2BCHa4fU8PT6CujocSz1L3UybAN2dhDEQ9N83c0j6/mPlr85+5WQJAPksxPmlj0kfgVGfmfGgAuPn9xSytUUbmKhZSPxPZEOmduGHe6yKPqGKgkfsIJqa9p89OQDUfeIC60OMRw0D2lx/TJ+FuaJVMeqFbEDWe4/+YaVX2Oi35DB5m9Uvf51GSMkM0/4xOYnNqER0sxbpL+4EMwASOmggh4b20oONdkB1CrjelOnoHM3DUOxQwBRh8ChawCdmDfdFA+1OAK8fhcAzZw0Zd1ngJSL+vTF7Gxi+waEAeHZzj2bdc1znG0Ru8WE4q4SETGsLQQsWZjmIFa11yv/cA61zzIUUww9EOLJPEDNxkIpZooOo0hi8l5jf3UeK5nK84r2csy4pt47zvHsLwsozJMckquQG1Iws4PlglsU28Oh+jS9X1jI1TdiLA0xdyh4MHwH7dws1AtkgVa6moR/n8IQBlHNTRDKjmLrJxO6dTZMKouECj847GEjxiD/WGHrOm1eTjPSaDBMPKigXw5Ml9PLMLLpdzJHJifYYmuxbDelxxd3fEYWU3rttIzLJhBqPxixgr3l3Eit4aupVwRSC4HB2cI7FWDOngbOxMsLuj96gcWYw1NN1jz3fXo9FqWStKvcPxcIJZiaqL2ED+01UGjFhbwsPOYkayC5CCbArLmMiD3+JzlWhoXXHii6QJDXtjE6OmwLjzDNV/l5AozEm/OVK/uckCSeetsznv2hsMJfoHVpzPZ/z4b36M1jt+5Vd+Bd/85j9g+fSLV7iEVc3ptOJ4pDaa01hiRrlhdPYbE7XsAJ9cNgDdu2e1o9QlmVFJF9TEc311wfV6QW9Op4RDzD/fDMULm0qWFYeVU+jO5zN6bzkutZeOtiMT1BK9EWq8LFOn+t447aj7luuJe4vPUceRmNsuobIhYx2MgwQYX+XMMhNaYg0d7js0SKDWmg0rVjgb/Lr30OKOs0txtVbGw2LGdeGd7kihl5XdEntxR8J7PB7x3nvv4YMP3sc3vvENPHv2Dv79v//3+JM/+S/Yth3ruuLDDz/EUhfs2557YuCUSfYT+xNxZ8IFsLBK9AF2gShfT9ZV8x/tlUUHK0LsXxPtgxNQ4iCCe1RWRsEzz3dXtLP8317G720AM7CCiQmxYA9baOCCxYxNn+yg6+M9mEACET2IvVN0v4QYVOVvlmNb5BkWmfF83QJZFVmWhsGL5/fIJ1DB5RYUCDjfMoL6M+th8hkDt0Hj5ufsS9/zdru8nsO8Wd7+NzACdf7u3As9GSF9HrMuvnuWHSMjBlCwQpMJYIOZLnn9gEZTltRGtLx36qN43ZzaoOff0bvudXTq5uIxz8xLgGQWcIvBuwVf6qo0TI8in80YBRcAJxjBbduiFAygCZzjS+9jvJcBqvS7ZGqsMjGva4+14Vke1bWv65Kfn+BS4F7pIagRNCCYJE+ZRo2AJf2cZogLIK4xHm0JlsZKhdto0mqtoYdtljLRUmo0PEyNXk7vulo5A7xcN1gAQ3NDizqwKekBpyIsa0XrSxzaDWTXDXvrWDoAMxzXNTRGLUt+6uaLp082MvZZKTXn5tLL9Ix1DeFMoQ7bp59t7pDnGjwWiBk0U1Z2R3yf7PJtYezde4exrwJ9j8aVUoCCnIHb9h1vzg+4nB/ToHpdOVN5Oa44HA+0Oemjs3tZ6mTWHWXJ3thsZshO+lIKfVGnLUHrspo6LmrRwPcCS2ZUz3Lfd3zwwYf4tV/7J/jpT39K39dXr0ND7FEy47osteD+yT3W4xoNJnxHy1LR3FmqEzsbIZv3ZCFZcdR1hVi3kg1LztnfWa4kANcZkOM+x+6AGWg0XQv18DuygemmkWwPAOpsMgGA8/kRvTuWRVWAJSQhDXuUs2UsDjEyKtMpToKJmIecI45SAnjruT9679FlLKDasF0a2u5IL9AWndTXYIFqwWFdcj25c1JKjc+mhNeDzWQ3dCmVM6uXFXAPGxjGh2fPnuLjj34Jd3cnfPHFz3G5PEQlJ9ZbrTgdj9CM4W3f4VB1heCe42T5bLq0kCEbWJYVpbKysVSyltftSg1rNBseDuuUVIduPxoV4Wq0qGmDRxa459rH6pnEFI/ErTm6tVj/kZhUGf4bfOe9yOrKEczpYU2WMyssHbnHdeZujUnpnDiVAHFlrZGoD51/7wUoql4MWVgBge31fMG2NyCaFd3pc10qBxf4Ig06rbauext4q8iZgolRb5R8LZVVlffeew/f+MY38Nu//du4Xq/4d//u3+HP//zPYqTvUyxLgQg/+mfyfnrsOQdgtcKLpYUivx4YK6beqNKjDkE98xloiszrvbM5prujgA0O1Sz1NNLZSZPi7tSwGW6sOeD0UeroqNG2DjXLhBOyZllnwTJAaC0VZVFZYDA+MjPWbNkBdkoutCEML7nxZSsij6UembiyDIQnm2JFRuYMXRNgzEO9DBpAvyvA5S0wHJYmA0Dcds6+zRgCt8Bk/n1v08TDA238nXQc+vm3QalKOmPkYcsADcR4u2DgtAkFAhxIUK8HNh5Znx9J/k6Vh+f7zWkMf8999675yip7RLOTwHsfmZAm/SSgg08MkkpmNr3XKbvST/gAngKB3jl/GnWFylO3Pu9Dc5QA1warK8E2S7g0uV2WYMqmtSUULAaTDTajM1cBrmgueiRFQMzujkPdYw+uiw7hzkMy37dntaCE0wGXJS19aqkwHzZGChwlDix3NVmNtaZ97R1QBCplYRa9Dw3mLHJiOTeYXRhQGpa6hoZuJbsSkzUExrReu5X0gOvRFFKzrGPQ5B1HzH1lnTnmyvL9yHONDchau5bPVkAiti4ufsa2RTWhIJr6OD+31oKt79kUkuxaZ6c2ABwORxyPJ6xrzfGNKGATnsbWiPXAYPgVxxioS1zXKA2bI98lEMlDOARwKTIGtxD4l+64XK94/s5z/NZv/a948eIF7u/vs4lAtk619ryW9UBGyJ1gfllj/FrruDw8YilsugLIELOBg3rgWgpOS431uQTwGew+kxseZKWFJU6s6zkZBDC6+zsTrxYVLbE9Soj1bruFB2fvYVfmqMsB7oZqJBFKMY5Jq9R5JssIWRFN9lNRbYIxCTKr8G3DHnFEI0xb2wkce8cazYFtJ3tdo4qy7xtevnyJfd9wOh3DqJzPCTBczhecL1ecwuey1Ir1QNeN7XrF3jcMW6sSndijY/budMT9/T3MCq7XK2MY2Gm/Xa84HKhJfHh4gGaGL6E79dZxPj/SRaM33N/fYSkrY3zOFrcAiNI1AqfTEaXe0WexVqzxPIvR0qaazmYiNjHRSpR6DCOQHEczmEu8C43pFbnA8rC6q2UZ9MiBHHldt+ceoL0bWspSb7xJIwxAYzTXmOyzritsITF0OW/YtgvJj0hG1sMBNdb/+XoBHGHWv0dFYsXlGt6/JcrfwQIuYeXz6Gdc3zxwv5thFyxRhHJHB5PJ7XqNqVuGDz/8EN/73nfxN39DzeOnn/4dtu3bMVKR7ChB+9B1JhYpmgBD1nYJq6gWzDjMYRUEsFGJQugkZ0JKf6wULCOTG2BJDKJ+qGOAnypwEuyUfNOsAKsNkS11GxO1j0kHFp8j1gplOuwzAVTJXBYsyE3L6RCknwsK1klLI4hAgSgy++JPDplzQg/fFX4JdgMciN1T6V3/zUeissvQjmk1Cv3fPOiJnRrB0m++xq+PDaDvG9lcv/k+YID3207itwFuPNTu2Z2mJ2DGw6vommIxD8Gu/MvGoiZQG4fnHHAH8JGZtbysLHC9ZQPPLeOqjvSSa2cwtoPZHteuzUbvSANHu433M/6MbmJBYc/P1DWy+wGZJCU7mflN6D3DzHu8cr2vmTkUMNzhGAkKt0AwPEXJwWhs0LV6PF/yeKE1LGPzG8LOptbQ/AAGTYYJfWBraPHs5aeG2LMqUxZUIAxTGdQMvZeYYBRW7dFsYgDQ2ViRBzXvXqsr15rKvd5b+Biqi53WWiqBaO+nHGJaD+4+gt1SYdZRutjRkka3XKNOK68AhHBH3z0siWJfmAM9Mu4yJDkaBedOU+WyLDgeeV81BPhieJmUMkFY7g5YmgGlo9Y7PHnyFAhv0Sy5Bj+fdbPoAu29JRCsUfpb4t9peFwLOBo56HYx1k72eFkKSkWWjr2o45OlMH4+Y8OTJ09g1bDvG84Pj5ATRCmDfWudz0hbJCUKxnd5uV7hhwMOYOKw9xbTw6KTtrIJaF3XTDYFBta6wE1NXT3ZrZQphJ6cSQCASEJa2E4BHTSPHh392msC0vRY5fNZFoIZjYjVgIiqBC1zYEtnj3msopnlUAjJbHYj69q9ozhj9x4jMblWqLUnqC1kf4slu8YXTxarLiU9Rx0MDK1Tw3uIfVjLCjiwmKEuK66XBdfLBZq6YlEpOxxPqMtK9nPfsbUdC61SIiEgyLlcLujesZYjFuPe37PZkM9iWStOhxNBwbpiXWir9HC5YGs7zA3LoWBdDliX4xT7uP966wmYlVSViKct3tuyVByOB5bEnQ0i1/MZ+3XjJKTDCjtouhDATVAg6548B517h8A+qk0IiUFMdGl7w44dh2XFcuR+YdAyLKWGLqlnc1Qyz7HPWtvS47iUQkBW+Vl769HUBOKQWCdWhnuKuQfj17AuBV41ethHhdUMtIYK28PAD62pUQZ4eHjEJ598go8++hhf//rX8au/+iv42c/+Fq9evcrxofN4Y4H92+qnZePXUmIQg++M5377PS0ApxXKJEr+jvivcI1Ych6rml0QN2dzd6Ml22RmX/Io5MFREtgpK6R1RbTIK0u0EAK7StFxBEV3q8eLmwGQUHHJLiCxXRFYxajksHJ1XxNUIMTAKknz/8V/G0GFDnaDZXDx6UWLuZpL0l8uZd4yhfqet0HdeKnje/gldRhOwe3tjFwH9FS6eTsrePu68jN0mGG8a4r9bYCbAFYE0OP1C2yK8lfWy42lzxvXrpm2/G91rc9fv20OuWUDb1nVt+9zXndcNreaz/m5j2c7fnboUcnUjcNUoJUBQv5xI9WYSsrTO7sFo0hghXjSuaDynd8mC31mdSGsEFpEG6Aqnw/0LpUAkJ2rZYH3lobDQCFQ0rMzDBYvGmwMUUEIWwhdd2+SeXD/7m1nJzD7hOKbeG35PA35ALw7mkmAv4JNa3wPTfZGBrhprnTEoGAOtUaWmOPc457V9cvkkZUOBxNFAgU2/xB0VfRuabcyA9V5j85ehvV4jPcpAIgEIWL4D+uKVgJwrDLOJjjrIYAfHjAjSRM7zXsVc0oA60AK5ZngZYs9xLClj5ruUxqmZIiY/JlRrnC5nPHJzz/Bm4c3+KVf+iWsy0I7ECtYY861O3C5nrFtV7TeY0oVweucrGrfUBJiMUt3jWeF9CZs015KHz4zHtI+qibs0I5Z3rFs9n2YZd82Mg4tfRwQUJPa+DOP6BvgheU4oBenDrQTLM4Ne64Z7gG4XGuiaZxmeWvPqnQ+EnzFwHHNTPbWwxHLSluZbW/wqSnPCg24zcbIRTPgsBhUeVjrCl+BfdsyCZfzwHyvrdFT0eo4tzjT+gol7dLHukWDQ624v79HKYbj6YhidNBQw1HvHeh8PjCCsXO/4Fqon5XZPdecZllbMvEoNWJKT13gcliBzVD3Fte343INL+JyRF2WiVWu9OkM4/R1OUDWRkruuC/1TOd1Ss0pesiojK4DBp/eF62nOF6T1kCqfvTYq67YHsBU0+8QOGF2+WjhQVtKAeSz2C1kDbc6ZlV65OYhFwROASUB4c4Gt1evXuHp02d499138PWvfx3ruuL16zfYd2od13WN9+CBYcK9JM7dEl/jGFYOH2EOX1DD9Sb9b2N9o1s42ujMQcZ4747FMLEZcfJlaTgxlCdrpBeUoAcxSxqkOatBjbh8AdDRivzdu4IrHBVkXmawJtpoAAUu/BqAZw9gI6DZe4d1fkq16Qb1f7Gx3mYDS40NFYwIM3qxnHGvnucjWC5TINGhP5c5boHi24FkPrASlI73rad08+eWmfsyOJoZz/GZBh10gLR/AJtgcimNr+f7n343LBzxtaC4mHVQ6HpkLaNLFwAdQV5s6WAOp7ubns8AzSoj8V7HGsjV6DqEtVTG/ervx2MRezkaJubvAxAJhoUJtIe1hIFC3Xktel5j3mfelMdzjdXuyA08rn0+6G7fP3937pRIxgBOWwmG3wBx5/CehzAQ67R7dn7q99PmgUxgjWedo676mErvcd9cBCEhQDzHWOcx0ZUCf+48ACpR6zpicshiuT7ZYe/AHpN+OvVApXISiwfSLtUSeClzF2OBAAB6YOo89NC2Ut8cZU1NACo+yl/WganzHUBKDWQuXEJvBLf0Z/SYasWPJduhEXt6SdftmpZUCXDEKuhtdtlxsEoCIJ0slmXhVK1giagzC91TAJolDnL6Xcpc3RJU2mJY24odnCpxPBzx6aef4g//6Id4fHjEv/jn/xzvPn+HgBPGQ3ylFyQuwHa9opSC4+F4U5pcloUat+iCr9XIeJYKKxrDRxa6t1nz7eo2y/XjvcMb0Ti7tI0NKtmNPyyGBLhb2C0Nu62RvOkZ5MSS0NL21tG2hr5vsGj+8Kw8RUOKjTNNAFM6Or5LdWCTGa11ydKm4griWOb5OTVZGiD5xxoDH7w7ml/jM7lfSkEc+tQTX7c9CJxrHAoc6Uprq9Fs8fdVqaZgyOfYdlyvXC+n0zHOKjCxBIBOK6yylrBhAx4uD+EpuGdjqEUXvYM2TPu2w3ENWRMZazLLa6xRx3Y9w2Odni9nLAtHZZZak8VDVLNqIVvN50yAvLfG97CGp3SNWG1MEG2tSUpx/+7o3QLwhuayyMeZk5c6HPt+5bnmfKelVKA6tmsP66cDAK7zdT3AopkPjmhO5JouhT6G4wxKIWViqKyoRIm9eUfFMI/vacXFaqkSlajwT2cF49PlcgVQcHf3BABn0bfWsFSOIvbwwO0Yey4Xa8T6xDfmYIQpWIBwYbBI1lRdjPCu8w8Di5RSsFBvIYYI0Cg4j4Pe6gh+HG+FDO6mwwnB3niwH2Y3H6aDoU3PY+y/ngxLHj6IsTnWp4xmlMCrlTyiyV7otwXo80Y7FQttzb7dgEb+a3g9ZYYrUKVNaMjuSjEI9tbhwz04Optvgckts/H3/ZFVifvw7fty+XsgLmU8tyB0BmAD0AITaMRYkDTi9izHKOiRrUGsh2GUzYDpUKnWYiwiy9oRMM3psI94bj7QZIIuKIO36Xr0XEd5GhhSAQHO+bBQ0B6gbNyfT2tlfoa8rqFRvBHao2YaxOcbSZlRLyfAnHx/4Bhd2wCAaoQQO4i3rsPzn/mdjoYrJU783v72ITUdqAAPPAQD4bDBVBVOcspn72I1wcPbprXaw4qrcE9pwkt+SiROuiaKuOOqpgRPGakbLXFgNPkXqOytDaN1s3FPUc1VyZDaOMRhMtZf9+Fc4O7Yg5my0Ftmx69x8ACf6UgW2LFd45AcJarWlcRiuheLbnHH+EpcI5wTGnqLOeWMQdRSKnawhJWTZFzics/Xp6gqN4p8D9A0mFE+K5DOnAtkeO7VBI6lGFotQGcCdFwPeHx4g//+3/88ZUWH0xHXaCooBrR9Q/POZhCfjakdfec1VDMcllU1zZQ/JMg249z05ilTQMRp5iBDx9ziv2ExAcwsExQmoRWLjdnoaRe2dxyPx2AweX+lhjzJ/SZuFONkqj3Gah5XWqgwkXUaJXdneCqG1p3d0a1jCZ/ClEShR6e0DM/58pTosWKhJEfaMp5ZpRoKKlY/jNiQyfSId3sRA8oYUJyjQyV74EGuBI2607SliXWjNWfG967PU3AUi7bvY2Y2gJjcNjxft+0aM+Wpdd02WuwsMeaz1oL1bs31pHjSkWCCzBH4OX6NcbbrisOBI0Mv5y3HAmvKlcDfw/kR+0awd//kHqWyiYfaW+TkE4tYpYTvGkmPrJ4Mnoy5Jka5EfSShXPQiZQNTC1GgPZIxntM7TkeTyiFvz/Pc++QN6MSJMZuiwlcBlOy6aAko0dis7KCcjwe2eVvwjAj+BdzupooIdmB63ZBi459ESCj2hDzx7sszVpUAW8nfnUn8zuIBrGIXFccQagmUkVnVSe1j+UaUkZX9U0WF3quAoNGR+mHWw9aswvsyayzsCNbB1ycOhmIBV5A8LUGOHJsEMOk73ME+g09FCLQsYxsw10HDvoLqCA4mKe9N2j+s5C/AowOgyaUHiCqlJpjgbgxpjJxgA5lolpIajaRcHtG5TqIZp+woUe4BTAz+Hu7xDpAYtwycPO9Qy4QT3H6fAPSBqdFJreEQJnn6mSSKmuNquxW4uXJ7FvlgXg+1YavYlkGs+co8CIA3aZMfDTs8P4d43BnZ7YWp8ZUicmZ2bvB4iGfFW+5hjDa0qh7bLSOKqF1Pu/QusRGH4JiHpAV0q0qBUs4nJ+t69afkTQo0ZgTgbEWb9+3DMEH0HCzfBa0xQkA4pNxeTyDFtNlOgAUwzJ9Jn3LAHg8Txudl7xOggLvUbrpbJpYqhKKiVUvnvh3ZoplEp5RxD3NhpX1t71lc0CxEiWtKB1ZoTUL1AgxSs8ORNNE7L9GE12LtdI6x8aVKMHKQkb7LEF+lLEZt2733NwAaGb0EpzkINpHLuxn1DVxUsxYi/n+45rViOOgqf5Sl1yD3Ts2RzCYLd4/uy9hSJAGBN0JQ0MAACAASURBVCuWAH1UB8Zet/SkI2OyYts2vPjss7RRKaGNBVh9aa3nqL3D4ZC+oK3RXsTDIWFZlmhWmvzhGKVHTG0YOjFHgjsrMYLUeUDu25ZrQnub31cG8VAUzxgDlsVwPN6xCclUKtQ1zPuKco1qDsMxpvNwGs/eW1bWPLSCBI4cW9qCKZWUA/Ac79n60G0rOb3ZzwnikaVZWffI3knvZotxolynqzJdmFFvPtbtko1LZLFCe3rjAavxnaN5c51L9QBqxFCNqlVzSa0VT54+wVIq9tDx3d3d43A44O7ulHsWPaQhcCzrgsNxxeXChhB25no0w7AhC27Ye3g3GiUJd3d8d5qSw/GpGy7XS1Qgopt727BvG9ZlxfF4pP9ldFkbYpCEYzDDyxj7qJGNcKd5d+9h5dNyDOJgFpBxTfOaWcKNWHW58n7rmutfbDfXLS3FVFEQBljKGhIMAFUMohw3CGSLlbzurIR2ySREmGgfVLTCEjvic3ofCTLBelyXYpVFx7eGhkAd1pp+FkmG24iTgWmu1y3AYU2AnNWkGxLMscxlO3cJ9I018Ak8KXunW00JMFYie1T2VW+YQ4fq+CVBT4ub0wW3QOszMdPcQyfkgZzZ1iKD4ebKaqNrTu3+5mij5xxiLGWTwqxvsAlmBm/soLR1QcnZlTooGQD7DVMywGB8SG7meeSQGAGVNmdbjr/vz99X4k6I4kNfCT336WtilqF5kgLCdmvybFZHJqL3CLFQBBNDh6+uLIvnN1jAccB29Gmg1+39zWtqHMh5fW55cOhnBzC8ZeVGOWrorMTUjsVssQbH3yWb7Pv4fNd6K3ltmvspUDyYaa2F4R83X+vfL0egtmbbrzgeTnGglJt7WabAkZnjxPD2ENWzPMWuXjJoOxs/dgZQBo2KHk7/Tevb7WYtkh5mosDDJvRD3pHf5c6GlmBwNCdcOZoH6wdnOR8OdNN+mdbptD4UjL03tC3GK7Lejt1pbt9bQzTrwpoDu8MONpow9rgCsUCZJE0lShcDzpiFuI7mHcXYid7EbkCTdhAHyS3Tb4VleHna5bs1ymKUE3PGsMGtJXjnwmTc4kNTcibWsMTklpAfTLEmk2Rnt7rP+woe40/1MVGiEytlALDAuwEdKEsAoitL6O+9+z7u75+w0oDBGqtUvy5k2pboDvdGRs5hHPtYCgqGfEAHqBJ4M8Tai3KYCdSNpEilUt4AgNaA4tnBq3La8KOMz7Y7AJZz0OVz66G9pVWkRxPT7E2JPPRaHLbVKgrKzaCK1nacr2c2O6gTNg7b63bFuqxY10PEMjlSFADz/qpheRXguDWcL2Sp9rDAKbXAW8N2uXDS0bpkQlwDrNJTGAgLDLR9J4B3xckY91n4EDN+IcCQ055uD0BEe6iDLjKBgdZPbx2o1KfK2HpZV9S15ojCWoG6kAGrS1SbgmV112ANoLUtdK414gjB8VJPOB5ZKr9cL9g3gstqBU/u7rAc1tA5XvF4PuN4OuGd58/x7MlTtNawXS9o2xb7UMkj33GxgsNhweG4JJhmxcKiSYzVB1YgyPYpEe0RJ8yGC4yqD3NlpNaKEvZOrN71sPsr4VzjkcAyWa8e67GWKLEryemA71wrmJjvCWcgcBgwpGPuYDJUx2hAracqP1KdPXFv3htaoy2RzhixyixZ96i2ALbwZ/dtx77FEIVaWdHNM5nvfR6PnMBxHoGncTkqO3sE5h4sYy5umzfR0LyRudkx2KGkCAPUsLwdsRXa63kQR4C3kSBkE4TmScIsdBhiTMQETGbHQcMJNLYm+t6zhBRUJjRsXnrL4p4WNjo83i45z+zgzBx+icGdQIz+zKBBi+J/9OcGkDnLINB7iUNNqk+BRu+OXiKg8DXw5+L5js/1ZHJHKWVktHGneT9juLp+jecCH/dkBJWTPnGwbirL3gJosbex8m5Y2vk5qzygz3+765rXseU7madPuE/G6M4Mbi4JuvU8bAAdrEPLIlBLres0W9f13jHo/g5IlzS/78HajvdKWx5NWuG1iEXqqeW59Sl0cT698fBMtofvsGVzRZSOcctgd/Q0Sx7TDwLA5qHaEgAAAdYxzY8Gkw6twfmdag+SSYvDM7N0yzWo+3QY+cb4NZSYECzZBLYwAcd4GICFcF77PMvPlvfLGBKxIwAoGxonRrWMJgeO3kQ8P+2HkomV1kgxmd3yuimNHQwQIt6F0gN777ArjXe7Dm9Ec0kpeY36b74XlZUA74MpkT9obx272GTndV42lljfefYuPvr4Y3aPx3PpEQtHJ3e9OagM7Kb0fBbxeSg5P1zvQeuCVxma3qIEMPRWUSIrtaD2mmycGEIrY5JTiW5u/rdhtSUICIFRvXax7fI3jXcXpUNHNEmF3kMj7gosROt8N63TxqepC7iOMaNqJjgcjmknky8aijuD5dWeZml7CxA6gPMeLFCphfZH6wrDjiWbMqjx1D0qeZnXqPaw3ot8UMn/howsvndZeK4vMe/6fD4DQPod5vQjUGtJ+5g+MeD0UsyY3gy7I0q5wwEDoLk4qyQjIbHKJAgAtm3HvikB59Zc1hVP7p9g2xvMHgCwPPz8+Tu0qtmZlClGUGdrBOnQPtGoWEk8HAj96t3pFA1nS5A/BWaMD3CEdIWVqTHOcsyuR5ALFvGiR2f3UgqdZqQ3do853XGmtKEnHIMYGCtKMOpm1G7zWVDLydxA+0ggnfete1cFd6lLVA8i+SSNyDUREiafztCkc7h0U5ds7bY6o6lgCZoFzgqvR9KIZQCaOB5Uep4AUQ+Wz+FYQswpKtzDo6xUZrq11CjfxBUa0EPgLyWZmIlahKzj0NWhqSgJod4CsZSyYIiwBIQgnrosHyMJnXqBikkn1RvJAK88qI2oqkUQqRAIiy7tOPg8XubbDNPbHc96lvrfc7fmzFjOf7o7bAKdqYvKIDQsd/R3CXQEusWG9FiwgRbdmTKasUN3XWjiqoU4g59al3yuM0jW/ejeNbdzfhYzCzmD4/nP2wydvlezi0mzRymw6/uBPPhtvFf+e7n5/eq0p5ZPQUBK2BHAEZCL0yNivXR1BXt+hhhX98GaUHvJdf02Q6xDm2ulolZg+DVynq5+5nZSSwSbSJJG6T7eX4vDxMKaB0PX677FfTJwmk3Qzaf3YgLOPae/IEDuWpdkaQT9vNHjS96raR+UAIZZabtZtyrLxl4UKM5EimyeTo0SbADvKeYQR0OSK7EwjTeMg0Ij9fLZeR5SNZjCyGcDnI6Ersaos9YiaMdeKWZAaLjU4WhgWawHO6p1U6Z9MQCdgnkcMFbS9FqarFwj8e5KBxt34h2xVKs4FbYvoMk64uAaVmEE0gUlTJa5X9LQN9bRdrni2bPn+Mf/+J/g+XvPYaVgE+PkAtO3+7xftXc9tZfdCPwBAAK2fegkx6EoXZ8apxAxMypMpWApIyHhegnNaXxPKQuscH96IIxQUYzkdE5O9CnS0XokzF3f7yg+Os4tkgwP4KjUokXyWENDqD+Z4PUezWfj+WhN0H/2Ni4AWu+hdS7xMzAsK2d+351OMNCvsbcdXpcojZNdYymWYEHARp/tKTr26JRWA1xoeUsJYG7RkDXZjZWCQzlgWTRHe2FJOkA0n1eFRs4qpvE5eMpkqvH6agmiqK3BrvabBIvnusqeC5aFUaa1K7a94bJtbKqtC57cP6FDgTvOlw30GjWUQn/dRb61hjDd5xuk1yLgqQVllWxdFpjVOIcJ2rdtw95bnoF8insCNK6TqBLGVKvisW7gFPAZgM7eCa1lJUs6m0VaSPvKJiJWKYoSIwP6JJWSDRvdY0Znfc6Qj9GQ6ZkZeKM1ykq0JubzabD+lu8DMZTCYnywGRMHJS989zVZfunjzTx13YsLggJRnjaoW7J3Syd5esCVsLzjyzd3ONiBZVbC44oX2CLjrwZ4/FYz449PjSppUN2HwF5AZzQqCOQFSLXkW9Aj08hjT8yLUWM3fQWYXnpGo7xi0DYihNttdpZ35PfevJT8u/EJt+VsAYNRrv4SeHQJ58WMLfm9cxlTv3u2oeBfM6K26MSEs1yXVDvYKUl/swOordrDi23YXtQ6sjtR0gNIWTZDEacWeLIK8634YAts6OMUsAQw3mZe9Y+ZdH5I5kQZlQUqap3iZ4e+Hs/cxbjazc/MEgH3kXiUYJoViAlGYpRVD0AC41Yo470m2+YKiH16z9SRlAVY3XE8UKdj0/uU+N7ioDyd7kN8rec02N35uqPFTXeOrFAGLq5iSly6MwKnMq1HrSsPlEq9V48EMOQhAvR9YvK7x7SI2+xUe0ZAz0zQdk4MEBNTVrQWgNxHadi7EcDDkTlhrKF1qVjrAaUWeuZFNUCADc5ReY7BnAIs7VDjFEFwsUyG3XlPxQCrNLU2p1Repr1i+tIsf1ozc3JIvzOtPZZ3u1gDPXcAMiDPtVrEDEUsmXSt/N1Fafy8u0I3ps5vwFBzz3GkmQfTQBuPX/7KV/Dhh78ED7bmup0xj9ycKzxwygfEYiawrjXLyYuajlqnt2XnmlEZb75mPpGWe0zAr3eyrdJzDeskz8RxXmcOTWnie1ZzID3vEj7Fx8SaE3CzuCLppJ2scutRqnaWO8XMLMuCQ1ibWO4pNo0Alm4hWku600xQlSSVgmWlpo46wdE5X5zel5frFdfLBa9ev8S6LHhy1yKhiUSoVlQ19jySrTQxqj6e05h9wf2jWdCK/9dtg18iafXRLHk4rDgdj4BVXC/X1HjW6NI1GE7HUwCLkutfQMiKxbQ26pGlJdWwDI8YPKRA3AgEo56grceUsnVhE1ZZChtB9isGVybWtudeQdxLLUv4eDbcMNsqPwdz2r2lfIM2PQf0MLzvnV6qS1jVeBc436MDvyRgS8/RSLwOdUVdl5jDXrHvJC72nRN51nUNuy5Q1hUSESv0qD0Ux95oJL5drgTHiyVTrgxHjYapeQ/HCa55EQ5c93VZY6/WPKNnosMQY6QnHLMshU3RCY3KePbFUPT+YEAt4eNooZeK25uZIWkvYBYAkS+Qm3O8VHX9tfDiap3t/rAoDwxsxU/pPJiVjXljV1ApFUsyHDpIIhB1MX99AhNRhtID1k2b5YEoQERM8Vapa3qoRVmrfqd7Zp1zZp4vNDfo2wDI4rncMmw35c24tbkMPTLjcW2iqIGRqQMCL37zj0YEIQ68w2HF/f09TqcTrtcrXrx4gRcvXuAv/uov8LOf/QzbdWOHaGs3mYkoamWPhhDGR7OIOkgHgB6aVznXL3XNhap7ktCYXXZH3N/f4e7uHmtMVND9A8xA+Y/lzy8hg/AAKTU3BxsV1HQhTW2WRifgLY3n6DaPaRuFs0SlwYtzIEyrtWbH3hC4TL1Qd3g48cuj77Cs+PCDD7Gs6837Pawrjqcjnj59DrMao8tCv2QDlKm5R1rQG8Ybo+nKYx1p7vO8x8TmsjFqHaUHF2sywF4BgeCSB+EAXF1NDDbAqACDG7V+PeKCviaRvkaFKXYIeLU9pAldawTxbzIWTCo7tq2lXgdGnWyWu/OQCtbagchWGbMi4Hf07ALXAc9GnZj60VuWjmfQq/WcWm8fLKdinlgwB6Y4F89BLKpPTMAUN8TUIpjFHKuWTI/WG9IeRrKilC6Y7IP4e1Q6Ph6POByOeHh4pA2KrG7i/W2hHTsEIByLy1IHXsI5WVYwI4Zbfo5+X8a+uI7Z1xXuWaJegm3kulW8jVhexvrqAV7fPjykwS0BtJo6i+NrehsJwJ1kgDkbOOHI8WsZa93DHoaAT0z3vnPKDifOWOwWZThBapSSn9snEOre4Vc2nLH5h0D7ej7jfD7jfL7g8fEN7k4nnFZ6HIrxTt1jVDyyEmWjC1cAaQAKywTbCvfs4+MjWsyPJtpENEIA58sZ8ILH8xlmSCsbrd6lLuiQZyUjhGJGMcPxcMDxdBcTkw44HFayxgGu9r1h2655r5fLldY4vbPhqodxeB3NRYjEZl0XwAZzx5GVKlcrMUXGRv1RmZ0Pih3q3Ifcb/r5qjmVxoai4+GIdT1gb4y5BJjXAFUrjocjMUWSPKBNVVFiJfkOZR0Ejjttr8K5Zq6uyYuzFK6o63bNOA0jE1nj6yXPwNmRZHJqQJA5GdeWqCDGu5rOVZ6VtCG6YbHjWdCtQCCT65sVzMA0lcFoGb9w1gaOOY3axAzGYgw8/N8ChDkz6mJDdGsRBLw7WgyyRwQazww1GItoFb/hVCyUNpEpxCNAzjF2gsgSguLGSIVagwlzaphaMpACqSMv7lGCiGcHr0BvQtklv09BXAtWL06gqNaKbRsNGIqdCi5vl7j5jGYjUDFzXwaOM1Ok79e/9/120yhHNzMc1gPefecdrIcVL37xAj/84Q/xwx/+ED//+c/xi89f4PXr12i7/PxuS8FvX8No7febBagAOrPHg9EbIwT5tQI256hjW8Pij6jV4nfX6fnN9jzjOSHeuwNpMEzQ2zJ4C7DcANu4Ph2IZP6C3fAS5UICxWVdsa4LTqe7CChrlsOWME7mdS+pT5I2Zl0qlnrEelhwOh3x+PAGj+cz/vZv/xat7Xj69B6ty+KhYV0qaj1CpZLxrCyBqHIVrUE9n/kPM2Ppw3iYt32PcugAa2OdTA1bKkHpOU+/d15/s7ZVHcpZGiyOjgbr7MAUk5Qss7SlsoRwafga7bWKhV1LSCMsNK9hiFum6T4JPF0lfAbtWmpa+8Ao7C86INyybE75p6NbaPngAzSCY//MbDSG1OHr18MnU94CPQDnLCUpEWijEsTYEvIdGRyrlM04F/GhRKWlT+xjlAx576PJEO7okO8fk+QONpyUSt+8hzdv8Gd//iOcz2d861vfwvF4iBnABQ09nSc4Uaegal+YoZdIWDAAqti95j3lSGKyHIz3LcB8niXxzlrjPd+u2nGeGCI/8/G89m0jE1Cn5MXYlOCdjV0RrVN2hDzD+B70LlSeowa2ocbUmPSHLCGlKPHejFN8vO+0x+mDoBB41PoWC8ckpmNvV2xbxMzOBKMWMpt9J+t1uVyD1Qq/xxpuFxbd3DFbm8yZ56FuqCnZKFZRi1wE+HGXyyWTotYaHh8fI2FnAkwWlV978+Y13Glcz9gjCyzeg/s2Ek2TLIP777CuOJ1OePXFS/zoRz/C4/VMgHU64dmzp3jv3Xfx/Plz3N/f4+7uhLu7J9i2DV988Qs8PDxClaHeG1IH2Rr7R4ykC2O1ccpM+D8ej0es6xG1qJGT4xVpf8WGkA7AFpXsx7NalhqExliXfCjRid472rbjejnjfLmwyuE0xTcgmsQGySQyatfMcvVLVMPpeEQ/rLi7P2E90nh/21sy9LWyWUf7/3Q4xhCDL+MFDTPh+RoVyWBSpefOak8mpGOXCUjmnjSenWyi6XkeLmVi6k09FCXeveI+k/MEjjwcJB7vIQiP+js8AVYaIMcN6mJ7B7zEpo4s0YHMcg0Gl+/cUrIM3NEHO6CAKHGnjWw+gW3cABsXk9+IDj++OAFWaXm6ZbvHTdjiYjAM70k9sHF43nRWYjxQxGGlF82uV5sO/YkJmv7MTAFwyzLqXdwyW7c6Mn32AGwq+fB+Czgz9/mz57h/+hT/5b/8CX7nd/4D/uiP/hA//vGPcTgc8LWvfw3/8Nv/EIf1gOPplGxPjtq7udbBfOxhhnpzmPj8vdI4evy931x/7yy3idXR30mn0fslvLkYyM7nCz777DNcLhc8Pj7GfNxJyxgglf97H2LgYF2SCYkLZTJu03vH1BgQm944J1gAkWX+JS0gNKbudLoLXciapdhaSsxwJfA8Hg9459338PjwiB/88Id4eHhAKQX/+l//G/zpn/7X8GvLK7yxaiJAGvPgB5M9QLQSmRqgtsbIwXXlgbOsC47HE+7uCYAPhyPHC1qhP2tkp+omTruPSkaIv7dkqTrfZTT+wMJQ3kEjZzOYlMyFSae6APm+ewKFUUYfE6EaBpAlmOvo+1uaWRtyht4EREbjgYeUQwbBW3Sm7rHmqqmjGWhbh7eNjSoRiGlubbBuHJIz7cnWJOeYYkEkrGpiSB1kfs7YK7I46lbQ952gLfd4aMqmmJGVkNj3y6p54i3B4wxg4vHw4Lo74S/+8q/wu7/7u3jv/ffwj37lH+F0OlJDF2tnqTVLdAKFPZ4R4227iQl6BmIaCWRA03k4ilWCeT03gVwMYCnDY4i5KvLVjPGhmcBGQ44P94HmHYUjK6YGjJLldQfXnMrPOi/EjAMBLHpPQiRjqksAYXnNtE5ZsHiwy7gd/SrtV2qW493t+47L+RIWLK7DMsFnKWEbtRLQPX36BKf7ewAd1/2KbdvgHmdDTCUSy8p7Hy4PBsQ5x+d5uVwAkD2c3QJ09i3RQb9tmttMCcLxeMjqVu8q7zqK876or6t8fq1H3Kz48U9/iv/73/w/+OwXn8GMk3KeP3+C9957D++9+x6ePXuGu7s7fPOb38R3vvMdvP/+B3D/DA8PD6EYszi/2AzXw9+wVEs5Bf1Px9oDPOMWAJwfL9i2K2NUPIu2s2O8t55yEmikZ1FiJmuuks9KGnB1s3Ofl4gXLPmvy6imURJDf0Wr3P+H9YDDPcHmejrwmbYmBirWuMeUJM/KSzKTGPIpTTdCxoXYi+4379fMYIFVNI98nBMDlyTf44zhpZCIWWTCjoHxCBSDcLOpsgsPH0cdvj5GATJzbkrpYqO07Cwyj2kQPn5e5Zvs9gvmQ8vWdTDqEjy+KzodiwWL6QgG0kdt32rqGRPQdM7QRJR6YEArDvchlMcUyOc/yShMTJY8puI7vgT6bn9+fM/8AhWI3i5diykZC0Cbpty82L/vZ8f3Wi4eWjeodOCAs7trPRzx7Nlz3N3f4yc/+Qn+1b/6V/jd3/0PeP7OM/yTf/pr+OY3v4n/+Tu/hq9+5as4HgmACLbj1yQUD4AeQQTuEdD6pEP0NDJ1WDJIb4NjBIhu3qkhFPsUIm9tPv2z7Res6xFvXr/BT3/6U5zPZzw8POByfuSGmyY4uEdHbvzO7CiP5AM2QK2mkCjoahMysRmbUWtdAVvPf5QHOi6XM67XC4DxvmlWzAYEdSyKZe19x7e//W2YFfx//+3P8F//3/+G63XD9XLGNUrVcUepfRuWMHpW3Ow97K9mbayecTGWeZZ1xenu/2fr3d/lKq5r0TGr1lrd+yltCUkIMBIvm5exwYADsZ3cXDv54nNyv3P+zpzzU3JzE9vfxyOJg8HGjg/GgEEGIcRD7/3q7rWqat4f5qOq5exEFtp7d/datarmY8wxx5xjZ2fHM//5fBN97EVDNUA7O2dOxI+KBnedOJM+dKCgNJVY92FQWafYibxMJMnGKUYEEudj5RX4Kss+yEXvD7JGNjIrdvJ+QakRLfq5XoqDUAEQFclR4wjtDu5REcMgz3G1WmKxWGGcJi9jVX1EPU+OWpVGU7AinBYYtrQXS4gt+GkMgyaO9ZkKjSNqsMUgd9IiYi5VCEPqxF5Zl6/t9RCC8vUqx4oZOhOZBW1WvmPX97h95zY++eQTnNg7ge3tTZmGcXwEu7JOm+VCCHL2cgaVAm6noDQ2yEtpjT3ygDvY+Dl2vUQUeJMNIHukj13lKSo0QkSYVNfRkkGKAYE7z0xb1PNPbCiMouFGQX/LnJ4iZQ3FwKg5QNWUFARPkUNmMJMIbpuYdKlSLyllV12wjvj1zQ4IdCmG1RqTrLIQIHO8QXNsbG5itjHHOK5QJgZUtgmocjciyVJpDPZ3LgXTOGrznTTp2HMKIcjEltC535ASLQHoVc0h+jhAamVMIEAIQe6v73sAIukDFgmnfpjheLHElauf4c6dOzhx4gTCcsSNG1/hj3/8I8jwfAaeeOJxrFZLadba3QVzwWIhckhBnY0l78wFaSrIlGEAjdCfbJ1b/ymJ8pTIny0zYZomTCNQWKYOYRiAAqQABO3hcLBAcWTdpIixwzBI/BBjh6Ef0HUB2re0BvJYFcjOK6BztBvQy0vKBoxxBlLBNK2QkyaOwdY6OHLpgZ/ecdXvrQkWDDhAFYiqTT412DRbBg2Fip4/ilKxs0TAfLpdszUbg2q1S6SH3IGSUbnk4gpkwkSBlHQ88DFUj9UwNAhVsUCRPGu1BgJQ2wFszkO/ihrgKNAgcZDSs4v2QMmtFcmSTW6NIkLylxUO3jUXKYA6uR6plJvsBnlnuF23BR1Zy0NuWDQ4q5pLNQBty7u+Bm323wQb7df672tHO5FLhbSvbREP+b41l1jbj3IripQhNjc2MJ/LuLFXXnkF7733Pk6fPoOX/vxlPPP00zh37iy2t7fFmBTJsATqrjp2nZbm6gxQQQj6vu4VC7JyrvO7pTTXPFf9CjamscDRnhA0INBEg8HqxK0BRpClcVrVvcVwlEPe1zKkyvuRAADNs5LpEMazzSX5c/OGK/0s4bZI8DdOYiCt+5PByEnKZ9OUtBRbULIc6HE14nhxiKOjI0wpKVla5vGKqO7MdRGnccTh4SH29+/g4OAAx4sjjGPS0lXdD6vVCqvVUp9R0SzRum9zFShmKTlIObR4EgcQjo6OsDheIlCna6eoCkkRR5xorRwIcqJOUilmimvpe9oerWsnzsHQQn3GJKiivLLoK8hRLUC4bsMww3w+E+c1G4TYHQadvR1gHZJdL12SXd+h7wdRCOiFV2UdgcKdHRRJn+HEiV2cOrWH+XyOGHusViscHR0hpwyT0TGutPji6GVQW79S5JnnnIVDTJKkGoIKkkoJs2nNQrqqG1thiQoXxqTIuO1fo8TYfF8CEGJnT0liwaxptNpOjRsAjvVaPQ8KCOrsAsSBcimyhjFqAl6vXQJOeCAMQO2BPeKwtudMikXOqSC6rImSPVdPsJSbZpWfGC0wg8oJReXTsnejkoT9sleIGpmUqipg1RzSBjz7IsAnYDAzeh2nB1tfzlr61U8g+bysQs2imdrDJLhAJmUjSJspIxQVxxbEDrW7WL86itOqBAAAIABJREFUm/ASI2InJ0A4epowB0LoIvph8GqF7bcuDug35m6DbdhEVMSv+mttYM1ZOYQLbGzMMZvNteO4aImy1+RphVIYfT9ICTcCOa+UN0uacEjn8zB0muxmxBAxzGbo+g6r1QqpTAiQxGRnRxJSWesO3/rWMzh16jSu37wu+ou5YFytcO3aV3j//fewWgmP7/HHH8f29rbaMEilJnYyl55sX03SAZ0TOIntns3njpjKnpT1ns3k+0mlv0YFJ5KKa3MBupjQd0E6mvVZRVQEjnR3hUgYZoNwLENFemMg9F30vCD4uajJe6DoTSsFMqZQhapdbsr8dy6oFSfdwtawGtn8IlCy+keXhZMXRE3oq00OTpkJZlOs+161N+UcGPKtN85G58uIgZXDXZA5aQylfQFkwJAAfx0IbuwtCpfOKHh25Z1EMPjUSmqyiY1HIgghvInFOlezWUBmzcCaL1ZjSbXTlYmArPp16vAt4CCQdxUi6MQOavlsagDVvzlHs3G6gqw15SXxIC4ia4bPeDMWqcuDpzVjdTe6Zv/dZiRtd3SLKtqF2fSMUopk2sYrICvDSnYrnJcO1qLfopIhEGazGTY25rh9+xZee+1VvPbaq9jc3MJLL7+EZ597DnsnTyCnhDt39jFNSYRos/HfFDVScnrJRTQCUUm8FfWxBh35/JTbOeDcZOzqDDT7Ie1olcCmOEHZKleWSds6Ow9RUS6jFRAsaNfA3Aj2RKAQa1AaRDOStMTIhQFtLjD+UA3MZSSVdMZN2FBH5/xGKLpZmvUiPSNags95ksQDOjKvMW5CcrZykzzTlCdMo3TfZeXmdTFocCSTP5bLlYz+Uskeb6bQay5FRNhzahp1WMofaUqY0oic7TzUDDZzEaOs6ERWZ1OKlMtWyyVWK5nkYB228nOVweDaSCYyFyPGcSXkd3smRUpFmRMM0TPcSCZTyH0dHh6KEykJKRXtKLRu3VoxCJrwwZE/cnTL7IeV9bkU7J7Ywbe+9S08/o3Hcf/9D2D3xC5CCDg8lOCR2sCIAFL+dDHeEPT6k020EY6TlJJqkimoX2n6quoeptaGQILSdtqMJU0mj+F7mxt7wibu3qIQ0YNxeDAB/x2jg4CoCkmbnInGmRYwl8ZmEdWKEQBHUSwQtA3tgVWMQiZtERYrKXINCF1Q3uhQjR2tyHr9XlsWd5tjZpgq7/pu2+v6lNoRbQ0ppRQNUGIt9WsCvFoukdIkFKoYtaql169JkQR9UDtt1QUNHGMdZWmIoiUyYmNI0ETdM4EMWFHUcK0hq6KCOSef6nK336lgg1SCUpoQgsrZECmtRziE0zRisdDSMAK6+RxEJNqKSYItWorKQwgRIQqyuFyuwDNgmM2QEjCpjahzszu34dvb2/jRj36El1/+c+wf3MFqXIEAjOOIt956E//8//0EH374B/zDP/wDZrMZHnvs69ja2kLOBfP5TKod8mDBYIzaXJLShOViiWlKmM2MVy4JomlGE0mT1DROWK1WOF4ssFguwCODuoj5bIatrTk2NzbRDzPhsZaCkhJWqxXGcaWBvZzhYRik3NvJ/RnmV0rWoQTZaT1EUP6lzLqPUdapnbgGSENSjZ0MmFL0VBM44/+TbGYB12KrjFERzppYSwyUksz4HmxWt17zGl2mVCQRsFhJz05hZM6YUpJOfDD6rgOCjP9kcRq69QI6ZpFhMMMRTAdRUb2ui4pi8J9s4BhklJlVd0kfYiFrrhHjG7VziDUjb/mGhkYyCW9RnJIGIoAiF2rUgpXj1FgWeDk6qBEWZLKiMxYk2udboLYW/OFPS8pWggLV4O/usrEZKy+FhopituXndQ4j+SZrX+96jbDSi3ItiZBSwTQldJ1NweG7MhBtiBmE3Hz58mW8/vpruHLlU/zt3/43vPjCi9g9eUIO1fExJs0+wRZA5CbwtlyEUJI4K5kYYB1j5HulD7JJjxbHyClj0HFLrX2zTjLZL1Kqs/FGRFgLzOy1zA1vaA25qU6ivr+i0HqIutCBqABUHOUxwLcN6tcyM13/rOPFDHlz7p9xIPX0io6ZjkWE7Q+uwUUIYOPIWEZKohMnaHYNvMHQZIDccFj5tu+FStA2S7Ctr4nqc6Uw6O6UYECzb0fZQcpdtHYQ9tKdz+JVZ2r70VE1iKO21xq4n5A9sErqvCabriFLBes2t+Yo1ukinMRIZd0f05SwmpYYVyOmURBdCRR0CAHqnp90NFnlPMl1lyLXcfvWbVy9+hn+8IePcPP6Lbz7f97FM888jZdefhn33nc/QgzY37/jAsO2523zmWyQ2njYBBxLKt3etUmlypCYvVjbs1Tf2+b0EhG46VKWRCl4QCx7quFsidd3DioKo5QEAw5g4ALEfk5TwjCb4dSpk2DA+bWsQIBvIYkcVaqF1g8vYH7NllimzzSBsKMe/vmEYjYkSDMjFUY9PhpMBij6XNaaOIjma8m1J4jAmj0ous9iIUVuScYeQriiXd+BLKDNRTr3KdT1DwEMSX6mtJRye+wRuog0KiWnJGCqfHPygFX2oFB3xEd6hYioGcMq65pTxjSJLqhNV2MuWI2iQDIMPebDDC4DRpIg5ZJ0r7Rlx5rsAKTodeX8WdIkx0L44tOUkZLc99SP6EvnFRbZd53bieVqpQmrUGhymbQJLSpqJmijIWfWFBpjhxMnTuLkyV3sH+xjf/8AQ9/jntOn8cLzf4YvPv8Sly9fxscff4xLl/6ICxcewt7eaYAZKY348MMP8cEHH+D27VtgMLZ2dvH4Nx7HQxcfxtbmDlarJYgibt26hdmMsXPyBGKMuH3rlqpSFNU27bG11SnqPqIbBmxsbmBzPsNsGNB3onAhjVYS0O3v7+P4eIEQhZe+ubmpnPBB518nTJPQARaLBY7LQkYZavDc9wNM89cSFzSBoVWGzNeZrFSxDI7FFregHDsSaWhjS6PTBE1tA5eAaZJKWQwyMrQAOjZU9oedT6+yco2DLC4RkM446WbT6iAIFLjMUWebWxAhdcLUdLCRcm40eMulOOzq8igWtYLd8LlOGSovKCmHh9asnQUsNptYuGlGBF7Lsqly2QR5qE0NFigSa0lD0QQzbBYcVq4Yeet5yQxfBLORQbspUcD57uCFYd1N9Xu2AoK0tEFkbYAJyp2r9w1UDoTNHRWHW/7k9TWAqQGUldUNcSyl4PPPP8eVK1fQdT0efPBBnD17FgeH+zg+OtIsWfW4KIC0K5TQEsUlo2GpwYGo8hNhgR0FhCE4L8Ige0BK5nW9CKzBvHT3dfr7S89cq0Mw8eCiwQ8j58mvqzYRGOeoBg5Rs3zpQJQGL0DL+rb52WRFTJKH/ABaeafk7MlJLgXL5dIbYjyotv0G6fir5aTo5XPADrUKKJNJSQTY5A6CzFiFnRUKTQC5HoQbApOzITaqaaZORdA5gMgyWkt26vmpCGtNdrx7V5Er6+zvjPPYWVAb9bkK6haCSNxI4CidqhY41RGjNkPVOKlBz4fw+iiQyOGoo81FHF2aRGWhZuYa2GmJ0agEKcln+gQMvafjwyN8fvUqLn3yR1y/dh2XLl3Cl9e+wpgy/vbHP8beqT2UknDnzoEmFpU3lHPl8QVfL4Kh+qVoMgtaC6ZZre06yl4DHSJJsE2kH6FyqNsgrEUaa0CmuoONHEdmESAOKgdin218vHG5xPmzZ/GDP/8e5htz1XEUnp2ZX1tXbpAJayJpr6uYTQiVJmLXalUoqj8RnpYl18w6sx6+hkZX4CKd7dM0YbVcIirn0lURmuRO0FEFBhofQCrlFWMn03N0+pM9F0voQGJVigZMUafalMKC6ucEilKOTFMFEKyzPZriQxD+rUnESNBmFAZLNgEuCSUDo3auihakBFggxjRJsLAaV2BmkUSKEZGrJE7LYW6TOAsaTcrFxbEhCJ/JLNk+CiG41E5LO5AgUBropCw+YVyNMEqJnKmMcTkCOjGq7zv3ZUaXqeBHwv7+AT678hk+vXIF89kALsD58+fxjW88jr29f8OtWzfx0Ucf4oUXXsDFixdw+/ZtvPPOe3j99dfxn7/9Le7cvg0GsL27i6uffY4f/t8RTz75BPZO7eHWrTt453fv4Pq169g7dQohBNy+fUu0MgFsbmzia1/7Gh5/4kmcPHFCAIppwrUvv8SVK59iGifYJDyAsbe3h6effhq7uyfQ9QOCJu3Xrl3DlU8/lWCSBOjp+x5PPvkk9vZOgohwcHCA5XIlyGeoqGIppIDITOWcJkcbzT+kNXk1PSdBKBBT0v1LQW25/W599sbPzja7Wn1M1kk21sQ6apMVdABLaaQWKzLfzD4PdZqQzdAWCos1LFkFjtCBjedkCIE47cxF2rOZPMPmAi/LGaoQ/I1rIKTbfm1hJNGtASBgAacZxAAUHd+jMgNwpAFonZ2N7wrKGcv6OpUXd8NmQrLlrlJARdZoPbL3a5f/sMib1Bm2h9E66tr3C9q9xU1QWO+3GiJ5beUKWdRvM6GB9SYaK3mso5z6uk5mX4YQMJvNcOfOHVy5cgVEAU899QQefPBBlFJwfHSEaRxFjyxYmUsHx0NI0jGQli6KGxcigIrooElAJVpo5GsjXWRFnVe7xnZAGYK8ASaVI5qAVtIxxxuCjIaasnVOC09kNqtlKSszy2c3a9jsO0M7mHWwvQZR4zi6DBARARpEtgMfjbtkSOI0TWtBuz0rl0PQqTDtcwwhqA59Dc4AQiEGheLUgy726Dsbh9Wgf7k+A1nD4j9z/lUoCCTrkFnLICSIRqfdu1wKplwNu5XNHKUlLWNmyUpDsPJTXZGKBtt+r9xbNkUEbsqdeoiMd5l18g3AaM8+mTxGJ/O25WeKlmgCevcZCmyadTo5QVGWvg3siXDm9D144IH78cTTT+DGzVt4441f4K233sKrr72G7Z0d/OhHP8TJEyeRpoyjo+MaKDbnsf3bz6I9U51WFQx1tg5fNqsIR0n99RB6AnHlNrbIpKNsaGgsesgCoNqg7ajK4r8SgGbKj+yJxfERTuzu4rsvvigBdww4Xhw7suyfoXvh7iar1v6YISRNxuVeGl1RC0gUQTQ0ntV4CigBlzKRZ6u3p9zxTnmqNkHHgrTYRW9mKQxQITCPIIhWrCkeCP8vV4DA71MvUQM+Vitv38854+h4gdUoXOpIwQGTqPOE5WyQJnuoiY5SdOz6mCuVxMrEXIRrR1HGJ4YQkcsk7xkjwAE5yXt1fY9+sPeuc4bbIQPVzlS6jdFl2n3hahFy84gxuv0jglOxRAmi1+ddIBJh0qzWp0nGMU4yKabrO/eptl/bpKtd105t9GKxQIwRZ86cxT333IMbN67j8uXLODjYR0oT3n33d/iXn/wE77zzDsZxxOl7zmA2m+P2/h28/fbbAANbW1v47ne/i8VyhQ8++ABv/Mcb0r9AQo+zfTifz/HEE09gb28Pjzz6CIbZLt77/Xt4/dVX8fZvfo3F8TE8VWLGPfecwY0bN/G9730PZ86dBQB8/vnn+Ld/+ze88cYbuHnzprx3Yezs7OCv/uqv8Bd/8X2cPn0aKSUcHBxhHAV5HsfR10DOoVRMbFRl34tQeAgBNAUwV7oEyIC1SRFc2UfOk1Wf2Sb/MhpT51Gr+gZIqDUpTZoI1Ok64ieKi8cb0FNKkYQlyhx3UJWzq7FXVQIgjfc6yYRZxWPZiZ2k0JJkfvDsElwQIGhjUD4CF3IjaoYnUHSD4/+nWR+tGSM9zmyTM7o1g22Wy5xfCEFHHEZYf5WVuDNnC1P8PrCWsa0bRXMGFf9Us0ICDUvJqqiERD0s9YA2CKVn8MH1ItuvbJxNfV2RzgRBdWhdZLyisGpEoyjk2/MoWqKXTST3LjNJO+zv7+Py5csYhh4vv/xnePjhh4QwbNNJ9C4LazYh9bD1Lli/P3s28sz6rnc0gdWRhCDTCkoGfHKKAL2iIQiRibHDoI9TAlCXVLAyr6yLIMAm+mqwf31u9XMCjDNiwbajbEwoJTn52wLHNtBvg9y1cjQqyru5uemBO+x3iYAg4+sAEbAlR/70ubCWEtkMs8mqKAdSaR6yxpIsiG6jcKm6jioC73uD0XU6FYakxMSFkVdJidziFGIIGGYz4TmpEXHdO6eiiFIBkGAd5JGk03OYz3y9ZP2C89Zyg4JIwhH8TBocXbhgMt5kw30NynOLyo0uBEwMMKc1BySPoZbI61dNwEColYwQMC2XGKcJo2b3fd9jc3MDDz7wNWz95SY4Jbz++uv46U9/igsXHsR3v/si9k7tYTWOmFLS0aYkTrYzWyj2LFtjFoRyUCsMkPGMxv2zhJThTRoUm+YXZteXkzusUkQW5MiMeensDgU6vtAC1wIRulDkPUbXmmQWTVpSes0qTcq5C5htzKosWuPw/bzr/ZmOoQV08k2yx6rfkwkmJWXlhdbmQ7Odgr5pQx/XJMDKXb6fZRug7zvttK3rShrUGH8VJKzOwIQQBsgUqAjjW5eSNKA3Uemo6Cmbb5ZnalOwNDDNOeF4cSiIIFWkODC0aQVeLjYh8C50/kwBCeqZ4QMszGFKd29CLhmb8y3E2Mv0kjTKGY8BMQAlT0h5hsGRKNF7LLr/iWSqR2lsl6CMA7quR87C7dvZ2dUJLsrtpoB+GNYCXUPVJ+UuzzzQlTPd972MQwwqy8PAKiUMXaUmQUWpybkONQYyHwoAJWUcHx0jpYTNzS1sb+8CAA4PD5FSwqdXPsNPfvoz/O5372Jrawff/vajghbuncT7732At9/+Fd7+9dv42te+hhdffBEndnbAzDg+PsbGxgZOnz6Nvb09xBixXC5x69YtXL58Ge+//z4efexRnDx5Ete++gq//e1vMa5WOHf2LLa2tlBKwe3bt/HFF1fx05/9FPecOYN7z5/HYnGMX771Jt78xS9w6+YtbG9uY2NjA9M04tatm/jJT/4ZMRJ+9KMfYXt7G8zAwcEhDo+PkCa5x6BB3jRladLRGfJRm3RI7X4pUvI1CTGpkgYwB2lkygl9H9H1A2azWZUbY/P10ftJ6phVXffCXtWqNlWmdHGxBFXOoygpZMzjfC1OsnNgrHQJgifhuXJBJ0RwiUSCoxYAZTQG2hCKNkCq6Fcb5LT/rv6cPMuxwJJQM1rJTI1025Q5yXYkqwHSz9YuH9N0skgc0I5AyzpTRWIACVZEvUc/Rz/bO6ZllWEIWDsGzrL0igI1BhAaGGoAzOW/QlbxJ6/xNQS8O7JFFY3zBhLUtJSsmbetW9FAKwNd5bgYSra3t4f5fIb9/QOFrxkjr6SZBTq/V59H67j7XiB1mX+bq4H09SdwFuSZUiV3g6T0KGXOXjrj0gRCLfUAcHTVvqc5EbhItlRyQeyrlqHo68W1yQZ+vcbPUAqClZzbbvQQOucO2roaP864qxYAmYzF3PUtScnnIutQsy4t70fTwDJkrjbsWLZn4quCfGqMgerAi4M/FZ30swTyZgVDQXxPWTaoiL0lezlnrJaifZnShGHodZ1Yg11NjqjqaAodRTrJYUh9qXw8R+1ZxqilaULsguvFRRVMttFovXY7S3IRmnK+BmMpw1TLbI48UdCJEbbfC6xcI2PFKoJrCLxI8PTIOeN4cYykJbjFYoHlcol7Tkfcd999eO7ZZ/HZlSu4/NlneOed3+Gbz3wTOzs7uHbtGqxka8e/lu1t3YPvW+bsiBRphu8Jhe2BIrxhkBh4CkE0bFGTp1zsDAa3LUVLf8G6cc3mQCscDBj6TGScVWvWqZ3QseuwOd/Al19+iStXruDsuXO4777zGIbBGzookKtLkHbYs24sCwCNk8vM0rik92AYvXeQstgCS+RIQQhLNlyuRhc5xuhJq/ENu0g67rMimYaaOG/YzkspKl2UUUfgaWmXLVjV50YWjKEm3lwQ9DMKF+kWnpLGyRbkQqk5lXssz09ltgDfkxaEVl1OS0Lkhruux8bGJgDCcmljH21/SdBekiRaJlhvzTjzzQ30scOoWjBt5cyC6mmacHx8rPtCOG4pZd9rtnb2fMZxxJ07dzAMA7a2ttQumTakyr4klkaJccRqtUQkk5Jyp+z2tQJnihjo/rTk0xA3aW4xOx7w5Zdf4t13fw9m4K//+q/xwx/+EOfvvw+zYYZnv3UFXRfx6muv4ODgQNFSa4ILeOihh/DjH/8Y3//+97G5uYkrV67gH//hH/Hzn/8c165dQwxRmm+KdP4/8vAj+J//83/g6W8+jZIZb//qV/hf//t/YbUacXh0iKtXP8OlS5fwyquv4OaNG/jm09/ESy/9OR566CJu3b6Fn/7kX/Cb3/wGb775JnZ2dvDCCy9iGIbqc2x9Y0TW5K7ll3sCoqhK10WUEpGzJXiEIQ4oUZQ4xnEp78G1StmqwgyDoMLqctaqYj6P3WxaCNVPsgSLJhzuqLnSk9rEUmIndh+4PF5guVqCYkAnuIEYcNvsSoFXeRVCHYEgDXRy5pRo7VGRhYPQjWgptN4YDKmCi4nL5tIMMGgTjQVmConWt5fglojAQW4aJq6K1vCTLlCBMXJaZNG2frAqG1ftSi04ePblD4JrkNsGG4KiNQFiKYZ36p+6Nh71s6A+ptXk2oHqlKPqVlp3dYxRC2PcHFDhDYr2WCWnt4cVgHehyZrq2pbKybMg0K6F9QNMniETq6j4us5kydpRyiIKZAG8UBmKUg103Qx5IfKybovyAeJ8DeU1xxZCVAOYtAwwOEwvqJk2T1gnreqBujBwEwy2vEbZw3VOrxnVtgvOOiIDEbIGJd4cpWhYUempLjSkdK5oqDifipSaBIqjvcU4mLJmMpWkdu9awsJcE40aSAYvkxuhPjB70le4AC7/Ad137eQXLaXoORVStwQtI02Azp61cKJoyVvQwugIvDXxyFlRfmfJEtB0Ir/kXc5cUXoJhOTzJOuWoKeL1UZIshn9GtugsTVsvicazigxyYgzXuDgcB/zzQ1cuPgQvvXtZ3Hp8mW8+cu38L0ffB9PP/WUzm9fCbqL4qLfhszKkmmiGQBOWQx9CG7MfR8BrrWWlDzviY4afO/oVPvicmYa9IVO1xgEk34TNNuI8WaLpNIDDcDsmmy/D0OPL774Ar/4xZt4+umncN/5884D9b3McBke3792LqI0j2jRAVYCtlKlaFKKBlzJSWwxGBy58SeiR2jlZEEca1DYJn+exDdn14JWsa2yB7KOAMzZAqdOKll5vWxqrmc9yZd1jJFAKgLNOSCNE4ryZTMLVSJzwagzqo0/KAkLIfYBBUUni5icjKAk0ySB0jCby9pEoQGxSirlXOWYiAJmw4YmVKLRKLapBwXG0DE2NzcBdfYtWCN/y/nsugGz2RwAME3SeGjNGHZG7BmUwhinhMOjI5yInVSyYDOqB9WoFMBFKC8y1KAfekTlvtmmMF8IlqQmhuA+t61YWuldOr87bG/vou8HHC+ORR4rJ9y8eRO///3v8dGlS2AuODo8wNXPPsVyITSC5XKJ2WwG4/meOn0ajz72GC5cuKA8w4BTp/aQpgn7+/tgFt5ojAEpJ9y4cQMffXQJ5+69Fw9deBgvv/w97J44gf2DfTzy8CP48ssv8dqrr+KzT69ge3sXL7zwAv7yL3+Ac/eewzhO2NraxP7+AS5f/hh//OPHeOaZb6usXRDpqxjQD50rSbDS51g5j8xC90JS2TViQSNzqwgCQBuSA81hIwwdhbbEKTO62GOY9Yh98PjCKpCBSIaxuL9SfrBi8jJxRp5j5XDXcynxhAdpYJbgeLkSiaV+6FUAnO3wVp6NZVqGMrnhoEp8N2tnn+NlpmbDWMBmwU/7ZYtFpTYqZEMRLZhpmlnsJowvZ44UWq7l0nAtDSFFw7VT52V6eiYbIihxgzQW4/OQQva6Bi2vR41jDZbtuGjwreXq//r3uU3a7Nl6ZziR9d2iGorGgMv39IeNdAaRyhJodupoZbMWMQQkEh6FXK02EzXJAaCNKUmmBFg3rh2A4gmDGgklWVkAZEFyS+w2J1m4ndMZ/DUWsBpp2wOwQBVNKHViAQVx5tJcAqRSn5MFf/b+ANxZtiXplghsHBVDK3PO3qk9DIN/35DqUpa6/KqHaaRkqGhw36HXEuI0jd5YZIlGYbhB8D9Uy3qOTOWM9qs2bZlOV3WWNvKR9dmIaK8hrJVzDLbpKyIeS+pgXDIkJ5RSpS4k4QDiICMWoSibaKp1jV1oNtBdKKoLaKv9CFEsAkEbtRSpkv2Q6znVwNqawMwJ1YYdCRzHNEkJp++QpoScJxAClqsljo8OcWpvD499/TFszGe4evUqrl27Di4sToeoIm4G21GtOkC5P22QZyLWDGvqkt91BNIbf9YpEXpoEYPZHLMHUh7y1iau/CI7l0LCD/6e3lGuJc6ihqGLEX0/4OjoGJc/vYL77r9P0MUYcLc1giW7aru9cRPUVELEJoagk1SsxK2ImaDXWgkpRWc+y0g1S4TMphi6Yqm6JKm2RvBkELbvWDtOobJXmhBJFaJDCIMHVHJ25FnJ7PGClkJiiTcowMWpobI/XGV7csrgXAP11KgT9F2PLkTtlJ7cRlnymMxm6rUYFWcaV4h9h2HokXmGaZLGmq4LWlWZMCVG7DsPzLuO0HedNIGhJpAVlZVr7vseG5sbgpLmBAYrwidlamualCQ8YRpHLBYLbG9te0JpdnS1SsgswaiI+eswgEGCMLPP6w2LcJtrSfk0TcjqCxiMxWKBo6MjhBhw7/l7sXNiF/sHB2AuOD46xltvvYX3338fNjGo5IJr167h6PAI42rC8fHCEx8AMte7ky5rIsLB4aFobeYJi8Wx8PwggffO9ja++upL/OxnP8NHlz7CIw8/gkcefRSPPvoI7r//AZza28Pf//3f47333sfx8QLDMMfHn3yCf/3X17SzWsb2LpcLHB0d4+atWzg6PsLO7q76IXK0rqByUs0IWuwi/HX5ufk6m6VdK1bQ599LuTmNcm4cmCiwIRcKkytKAAAgAElEQVRd16PvBj00ZlvJk9hg1dvWLnscJnar76O+Rqt/xdBK5RSLYQMY3iQ6zOfoSI2Ni65yWZ+4YgEgmZOyCwwe/7i8jwdqcIMCz2grqtceAgrCrQqkGal2LFp5yAamM7DGMyT7QOj7myENGgqxBkMBHmW118Hq1JnqAjPn2vWoV+rZM6wMUQOQtftor619TmgQAjbUUhEaQ0vtWhhrDhTQqQb6oK0sZPp5XVcR0fazvJHFUBCIU0KRTCXFDCDXz0I1sHKdsoGoQDPIJvNXJ9KiD235vBq37Gst7wo1sKQcL/L7S2mCoDrRg6GcE4ggkHyMbvhi7DCbSTYsvA3hBlYtuHWtQzNiVsqZz+eCSlEll9cAV4IWIhIHoMaxdk2y70vPpBNjnFaY0soD2xj62jghEbqM1izSjR9CAAdD87LvmVbGQ9ZSEBIjyOdcdAwg6tlBALPojXVaupByO8ls4pJVr024n1JOE76WCAL36L18BKQ0gkhLGJpYhECqS1kNk+iNBU0YKxrdnke70NoNbx3Uxfd9Fzvd/7Vz3HiqXAqSBuWxl8kZGdZoU4PaKU1YLKtEhpV8I3XIKeH4+Ain9vawd+okTpzYEamR1Qq5FF8zorZruCa59XNUTSJgLagBNYh99gxakoe7ET5dG+PlOt+7CdLA7EifBY71PWz+e+tEdAIL1wQzaJet83LdFjS2l9d5jpa9hkjNGS7+LJlZS+hRJdsYk6FNaitlJKNKWLVNNA1KLNcnCEiw/ej7hetaYN1Jmp68JT8xBB/56YgphIeaIYhvUL8SQnCcQz5LurlNn7goAsyoya8FPVL5EITGUDiCiDeLgHMzAIFZx+axjrozVE6a3zb7bcyGmVRp8rEsewRgyWVOgE+aygihl2ZF61ymmkA3Bt+pP6lkEBixCxi6mcu/GEVB1mnEarnCuJIxfVMaVW6t16Ba0asQZVTnVO2TrVU022t7kFvupVWWpDt7e2cbw2yGw8ND3Lp1C7Hr8Mijj+L8+fP4/LOrCBSwtbWF8+fvxenT93ggCxAuXLiIcRzx6KOPCmdbVQHMtxUWviQzsFyOihZb82HCarnE+fvO4wd/8Rd4793f4ZNPLuOXv/wlfvt/fovz58/juee+g+e/8zyefuop3LlzR9HPgtv7d/DKq6/g5z9/HWB4cnznzh1B3paiFSkJLpxiZUMoTGHCknkKoqRRxqQ2GHKWERBCc55VvSWAVClBxOm5UnX9+Y/jCLAEmNCGWkZDm9A1WrNV+iXPt/eEx5qKDdU32+wfqmsw39hwukNXs+BaTjVHb8ZFggMAbIRJLbkaRBrUyBY1qlD76cEj3VXqM8EVuDO2EnNUpE6TWSlltYGnOT6diepGQxcMZui149MQQEcTtAOtQLh3LhAOWDeHB0MeL+t/t4ijHRIz7Pb3+vcsEJAAWO01AGkqaTt1S7HXm1PUIE3+R4jeAWBvkxeuZ6CgzlSuU+RRprquDN/ECITQd+hKVJ08MU6G/kkWVB1m11m3ItTwNOvNtaxkOlMAmrIUebAIFc6u+oXGo+C71se4qrVcy5AgIq2VoIWMntIKPAoAn3X9WMWVgzop09ASA8PeyW3laEGwmgk5qCMTqwCxPscs3fCgFnnWLuiUPJEprAhmCCDdh5EIKReUxIhRFvju0lObMEiA0QbXyY1/XwpgDVtBkAkxAEFLQgnzuQSoKY2OJA7DgNiJCLM7dS6AjuubzWbK4ZKmgJKz7tMefS/3VVbKIY1NANtov9rztP1893kxVGZKGYM1opCMgmwpAVFLuuMkhOwZCUpXg1Zp0Bh1vVZHSwlAZ4QYe9Fr86aoFcZphb7vcXJ3Dzdv3BYnxFl4Qk7yV201sxswZ6j6f9OE0AeQdR1ypXGguVfpeJXgyZqDoqJvRBIwFTuX9lozulmeLaleoP1fIAZUgLgCkWKLJXgFQicUFybSQEmRyJSkxB7IbUE2h292w/jcJA0oudwtsaR7jGXvFmYp72K9G93Obbtn27K2zUgnlclxWZ6mOsGlAGbbSFU8ish8STMhIXRBJw11OsmpNkmK5BODKYCjVcSskqa0gSJlRNZzKRJREp2KDJjaN20anKZJEK/AyChOI/CdYmc/Z0nKwIggn4SyGldACJjzDJyqTnDX9YihQymElSKBFtDOyxwxRJmfXFjvsaFH6JkytYSSJGEM2myZS3EBcZNXEcmXlSbHGavVhL4f3LZ22gApTR6TN1XVADgBMJkYRZC52rAYIzY3N7F36hRmwwz3338/Qgi4dv06bt++jdh1uHjhAu69916XUDtz5h783d/9HZ599jkApMk7ME4jrl79DBsbG9jd3cKdOwd1wAIJ/241jU7Xab+YGcvlEveeuxf/7W9/jG8+9SR+8cYv8Mknn+L2/j6uX7uB//cf/xFvvvEL/M3f/A0+++wz59Lv7e3h7JmzmM9lTnjU4RP33y8B7cWHHsLW1hZSnrTkGySJQDMD3fyUVeNyQeFJpjfZEA8qCF103njRZAcxoiNRqCjqlwJF9xeFIY03YKczeRAfzB6wK8G0AT5rYolGPQCofHZJEBuJN7kZEDoHojJDJseslZhQAaw2s7GLE50hCWYKZ+0OlSyMbXMXgZtlE1MTwFUHQn5D8uYlFA/wTE9SLl7lXxzVtGzZ5DAsGG0hWdbsH5bEyu/GUIM/D4brvVoTiE2MMQDUgxzUYG8t62+CqNZBrqNu9rMGRV0LNFt1edOAXEdxShY0kUhEWIe+90i0RQlyShooB19rgsiADEOPNI1Vv45rNm2xEHMVsjbpm5bbaV9SionKA6uagYKM1kDaUAWDwhMnJO18BCunI4hulSFffT/IRk6VPCwj5UQ6QkbxTQhRUABDMYt2feZiGoOVz2nEbLl2WTqbzmISL/asUkrOx3ThVgaoiHwRM6NTwdgYA/rU1fPCgoJxkQSB1HnU0o7sg6oD6ECVfxnpPwRDg2v2WIo2rSm9hHQjZ5X+sD2TktybkdO9TC/xMQDp+lwul44+ClLVuRHx5hhHizSI0Cw1TUm4uF10JFwoA4rIQLUqCc6rMXRaaBWEYPOLJRtV7pnYGJOEsr0oHfLKE2OjroiKQzf0mM3msg8DYcqCUKRJ9OliCNjd2UXf91LKKjq9iOCOFWqzjPsDtWvMRSrWtC7NRJqU58YWUFyfamLTV7xs29gyQi2B+8SQNW3JGphZwC+/G6VhIYjIdYEoIzBM362g03JlyhmLxRLd0HvgKA0eKi3FpSbcyk1nc9BG+VD8GVANSUuqTPZF31M4nKIJaM7cOMwUTbO1+hXj+7bJmiB7oheXoc1fnVURxLYbjzTnlUuYuL0lRbgV0aRg8llFEL4mYbP9arbPeWS6/nXmvFFM2NfLbIU9k3Z8KsDodYzmYrHA4c0DrKYRmxsbiFHsjNjjGRhy34vFEqvVMUI0eyBo4TSlWgWsJgK1q9ySN0YXB0++V6ulJEi5JsMpJ3Rdp93CE44OD9H3nVRhgiFkpuiQYEoQrAet1yEP1kRoftGe3dbWFh566CGcOXsWBMLm1gY+/PBD/Od//icWiwXOnTuHnZ0dTVLFnq1UdHx3dxe7uydQinzvDx9+gPfeex8bGzOcO3fWfYo9O6ssWBex2QI5NwHL1Qo3rt9ACISnn34azz37HYyrEe/94Q947dVX8e8//1d8de0rfPrpp8qLLNje3sYLzz+P//7f/x889NBFEMl8dQbj6PgIx8fHon05n+PWzZtSLSNRBqjjEAEUOZOiEaxi4ajlZLkHtds6DKFvGki9CmW8cn3W5qdN5kd41tm7rqPGTtzsFGbU5ExjNIkgpaeitVWGmkMVP+qEHAUVGQAXmRxjRSU/SCywuI1FWntjNM0kVLMuBrS+ryhTMR6LXEMM6/waeb1Gu5Zl6nVUfoCV9qxQrOWAUpBZPhHWTVqfRD3Q1JTLGySBqGn8aTIn1sPHFm1C0liiZnqFX/c6wqgX4JtWbH0G83pp0+7bJmrc3UXYlr7lNfXnFnTE2KHXh5myTBqAOhDJ9GV9TONK/bFwwGKHzIwpZYTYgalguVph6GT0k2ena0FOI+gLuzeGiU0bsmD3btMRoDIPhlTbWsurJWuP1olH9V7r+hAMp7fmAMuMRFAX6OKw1g3GQUj11jxlJOGtrS0PyqF7rHUakolVIrzdb+VsymZnk1tSh0RB0I/IFYWiIHNQC0zvkFGDxSYoVHpGi9KVYlNW6lp2nQaJASLBEUSYXhrQCly8XsnyFujZZAiT7YCez5zZOY45Z6xWowfmcv+N+LGiR8KDMnHm4uvn02gs0Qoy1s1eHwIJ0pmjo7dUAqZxIcF310v5T/dbygkliaRTiAFdH3XPR71eMZidyvqwojBBr3scE0IoOu1CaRFFkGibsyz3ZGVe0+yzjL7aEzGUpMXPAg42j5rre7OZHfJnbULpYgzNqukvFkZRSRgQI68lkBJcBRIhX2sGtFm1CBD0w5NLsWMR2m0f5cqTTv7YO3kSzzzzTTz44INAEOH0nDIypERPMSIXrkFTkXJ8VBtpQZd0QKtSANfA0fQaBUKVgDUgaKVBkcGgjUtNQt2aaasIGWUEsKlRyhkcxa70vdAxjAsMAJxlTOWU8pryAKmKgY2nNPQTAALHep7XvkifIfR8i23qQiObwjKWtGSG5RW2NtB7BkFG2O0Lmr+5uYHY2ZjCJbpuwEY3qJ8rGHXix/7hPg6PjhFjj81hhmHWY2tzB7P5IBUVNgEV+H0KX7rxPKVJLMFaCZmwWgWnxBg31KSGiIQuYvvTS+5Z5I1iJEwTYxonOcex0mFk1CLpPY/44IMPsLW1hTsHBzL272iB6zeu4d13f4ff/+5d7O7u4tlnn8XeyT2UJOPxNjZmuH79Bv75n/8Zw9DjpZdextbWNv74yR/xT//0T3jrzTfx1FNP4blnvyMKDlk5x6w8fG0ANI6sxGISTH3+xVW89q+v4YvPv8BTTz6BH/7wR3jokYdx9t5z2JjPcOPmdXx06RJyyeiHDpubGxjHCdev3wAAnD17FvO5zP6+evUq3njjDXzyySd44IEH8K1vfQur5RJFp7XMZjOda67xQZGu9MmagqiqlQgCmVWDkTGpTRu0Wx8wgCqg7yRBdkhMo2NmIE9Whao/E/RV7E5JgtSLLFVQyTz2CUAt2NSCK7K/5D28+dBoIxqXdaVkz8zWjpEGgBURMadvWRcDsLFN+rCUSG7dwGDl11igZU7Sjyn5QgsRkxUlqwinbPjgKIIFU0YlbYMu6yy04NCcRIFl0baz1FAQAOdcVRTKMigwK/qwXp5dWyfLRD3IIi8xtl/iSNdRSTuAdzdurL9n/TLOgiATjFySlq547f1yrkFya1mIBCaXgyYwt0/H0ACbmk0oS5BhZWTTTLPrMwSgrDkfI61HcDEHrc6VAFJ0GoU9ALOfm5yFjFcTgdQQK6oErhNgmCv3kMGVd2nr16xbjBHz+fxPnmEIuSIlDRLWOpV2XrVo8RWgkBunUgpQ1LFmQc1r6V+SDgkGCSCdxuLd4ZYJ1vNlupUShKi8iOePVp6GdizL+lnwI3sMMCpJKYJKVKTOmmdoLfiraO6gDlw4Qsw6JlElW+x5t6X9lk8KKWjoZ0lgZPJMjj4rwlXLX+scKUkMpTEphoA+irD3MAxgHSlon63FCvl30PFx0wrW8DAowsasnaBNYmbziEkbJULoHBk0IyAJNjfj+FoNU0URLbGz8qGdYS0LF8tKuNqUNkGqZ604L5DNXoGhEJk9bMSofMWiclhALU/pZ6QpYVxNOHfuXnz3uy9hZ3sbfeyxXC7lHFlC7TZbUv+Scy0Tx/Zaqp2FJtxBeYwmVVZ0hi86C7i1yzZocIr2Peo6KzngTwI5O1vjuII1aJh9to7rokgwqX0zbmxPvZTbuLWJ2ZNCQ3PIgnpuGhMgHLOg1RTSZMAS6pSyNgoJR53Ygrnge8kCtHailGjWFvTaAW2zrnPJGMcVloslckqYD3N0XY/5bAPzjRm6LmIcQ+W/NlUfVvteqzymVlC1Ww39TWnSxE1s4cmTJ9F3PbZ3djDfmCFGata+0o66LmIaR/kzDbDZ7KtxXPNXR0dHeOWVV/DOO+9gNY4YJ5kxfePGdVy/cQ2bG1v4znPfwUsv/Rn6vsPnn1/F5uYmnnzySfz7v/8HfvOb3yDlhM+/+BJnzpzFe+/9Hq+/9jq++OILPProo4gxKscxuw1ajYJU2hSbolSg1XLEapwQ+w7Xb9zAf7zxBj6+dAnjOOHPXnoJW1vbuHnrJhaLhaOxFy9cxLga8atf/QofXbqE115/DSEGmW5z6zZeeeUV/OSn/4KvvryGb3/72zhz5h5RnuD1aWQ5F7WH+jxyQs4JCBFEPQjkUlys54+IVOYtaCVVzpChjaUUZAXsiu83QTKnKWmPiVJqlIoHkwNC5eVbDMLcHkH1h/qZNQ4UUCBG1ermBsgqReR4uqZkVpTrcXdWJs5YkD/2sXlCUPXmQJD/UYEFi0e8fG1lUDlkeuJhQWQVe5WLbImdahjRZOdUDY4hpUGDU6/fE9bQTEv+nS3d3GOoN1KdEtWys63D3V9813qZM7y7tGtrZiVKCVhrNv5fIZnt36RrQ4B0vnJFf60cbKOEvIRJhqGy6jZJOz9Dmlu6rnMuhwQy5gBriRrIbmhl060nFDbxhtVJW2DUNCZKMEAkG07XqIMEUkYR6Hopd8okoOKJBki7fzUgsnKWldBySs69IsAbUmopqqxfh/uvhBCiahHWEq9ldEQyxnFrU7TOlsulIJBB5Q4AFJ0BOy5HpGI6bPbMGv4X1+kp7R4xR2jfy9n2oEoMab+vOaMSpQuewFq+iP4+YqjkzJmUkZTaJdGoZTebf5tBIWKjHzAMg5fqTddLjJfIEk1OWreuZhs3WZCSdc6yB6QWLFvziSHFIcjsXkGka1e9Z7qK4BqS0ZZ2rFwuE0aCo/bBEH6lo0xTdieJksHWtd2RjwhjzoqMGdeUmj0sgZSgxxpKsFu/NZthDhpNUmh5Ts7KE8R68ux8Qr1/6RqG8PFQm0ngNBxLHRiGO0nDm2yVzAWUiyMLQcvFgSI2NjaxMd+UEa4WAIdqb8gCQ0ci4Im23Z8lQ54wAh6UWEcyW9c+q53Tveg2hKCC1kGrT+RO2wLslt8rGom1McPXmisqZn7B1jHnpCM/1XGXWqX400Bdn70Gwva/dt9SlVLuOar9KLmOuWw7YUGkz4hUKkWSMNH3Fe5gQIf5fEOld2QYAWdJHLvYI8wjhr5z2bJpGlFyWKOLrPuU2vhEgURzt5Cjq12I6GOPQpVaEGOHzc1NbG1tSbk4RrCe1RaskH9rQpoLCoS6Q9pIulwuMfQ9Tp8+jSeeeMI55NeuXVtLCre2NrCzexEXLzyMF194EefPn8fBwT7u3LmNYRjwgx/8AMyE999/Hx99eAlffnkNuyd2cPP6daSU8fjjj+Oxxx7DbDbDrVu3wMzY3t7CfGMDU0pYrUaxMVx95XK5wsHBIS48/BAe+/o38OGHH+Grz7/AT3/2M1y+chmz2RyffHIZH//xY+zsbOOe06fwzDPP4OLFhzCOE9577z288Ys3cHB4gIsXL+Lgzj7+442f4/PPP8fZM6KJuu7fayKejGeqKDUBrmNqZ0E68aODXNEQRK0SRfNxIE0YGhk3WOXKVAaKT41yFf7W73FNZtcRfUv4LDZqEl3f0oxC1vBTqQCBCJ2N7mE3bNqFq064ak5ZhigHPRJplxf77zOCoC/2b5KbyMYfXAtE1b4UTYLJ/pAGl0b6rEajFOn0NOjWjrtnzcHQpyJyCkryZBUXli/lH1Hxd2giiepImkVanxNpB2q9w23Nufk91mDQhM0taJRyWf09kzGQzahdUm4cmy/fFNklRIhr442TmFENv+nNTdMKiyVp56xteH3WbAkBPIOScUoyY7WKXFc0166tjrIT9CBGy3oIIQg/BIlhwut1uQ1l0q1L1RAz4KhKjFG6b6nOR3WkkAi5yIhAUocTYtCxbgQqNfBmXT8oR6+VL5DPrJ2dgYCgJZ0Yg3NKiKTcbzN9CZCu3rF2Vfc9g0ibjgigSEilIqfVgJgDkkDdJHM8sGHIdUZdZyvHKconGSpQijUuaeMOpMlpmmSMWt/LnrdZ2USG1kID52FN6iJQhOm1Gi3B9qY0fti8WmC1EnL6bNY7KmPPVVCMyv1LKTmC5XOISRBnfUwiJROMIwgNgnUkYwFAMjFD9k0CBeW3EqlUkUgP5axoL4oiihEItQHIbIh1v5MK4WY2krsUXVXkQTelHjJNTPQNYELTpB2Udp6K7pkQArirHdE2d9pRbC3hgxQlI0tiJQUHBxhRhj0gq+R3nzscSKkQEUSMz7+4ik8//Qxf//qj0ozQR+RlAbIqD5iahAazFvz5WVF7bCP1TGHB0FVDh22JyG1l8ASOralNAzND3A0YCKgVH+N4SiAoyxxj5x3iJrUjj4B8f8iGUkWDrtNxd9zwinn9nFtwaNAF6eQOx3IYHAy1Sb7u0qkvlIYYg58hr3ahaEIXvIqxWk2ifhAjZjOZAgINVmPoXDh9vrEBQALT1XIFkCTSgSJSKqoWUMvQ1YhW+ksuJPswCqVBEPdeRLCnhFJWCJEwDB1Ix/qWDKRc0HUBXVeF1s1GpUnmPYfQqXxMRowdxlFQzYsXLuBv/vpvRGdSnK34JnXsuQi/+vTp07jn9D1I04SDgwNM44hTp+/Bww8/it3dXVy48DW8++67uH1nHyDgzJkzOHfuHL7z3HP4+je+IeP4csK9992Lboi4cPFBxBixmkYwd5gNA/ZOncTXHvwaTuzuYrVYgKcJj3/96zg+OMSvfvlLHB4d4sMPPkJh8SHnz5/DI488iieeeAIPfu0BEBHSaokYAi5/+hl++5+/xW9+/WvplC8Z58+fxwvPP4/vfOd5bG9vNUoeps/Mvq/l+0V5j3au4D5Rku4MIGnCn6vsUgxI2kHu9lRNTq2WmY52QR8Ik3lNYmnIYlbB/nU9ajlnlX4BrlrQzjNf+1JuvZo/6znpAFQtQ7PW6uFqNFq/CteINSnyKKRyVuFL8TYWSORSM+i+t5Z/8uyUQr0h5ipbAs2iiA2NMQMEN3bymoIqZRO0HZ9Vhadm0+JQ1VzY6zWwZa6IHOWGGO+BrLyucFkTw5brqiUqM0p3B1Z2b0A1dG0pw8p3Ngs1tp2ATYbdBqlEhC5Iuc6aYaQsIdA4mS4T19JYUu2x2EXMwxwhROUnTohUS6gmHLtSyQb4PTfdVqFOWrHMH5AgQK5BBU9JEMFxXKHvZxJ0Ben2NYTU9A9TSlgtV2AqGPpBnZZJi0iZKTXOuOpUWhlHJ01wxKDBZtSpMT6RKGgZyqVN1AHmhJQn5dC0jlCQxmma1stdqF2Ndi22fuZU5LxYMBZAXZUiKqXujayzuQHtSldKhjQVVEV/u2/rXJeMMakfr4e+66KiHQkuRq77J+cMMKl+ZUXBrFvRaAsSfFURa0toZCSozklN0gUqWnGD/h57xu02o2kSM9SOi9gG+HMKkmCinkkJxCIiSVAvwWjloMYgHdEtAiOITyfyXDljGicXFrfSfDVz7EGa3WNFl1jXtLFN2brQGcUy/6jcYtSSNpF0uGZFEq3DGmq1LFE0O1K7G63cWqspVr52I2lIqIY9lhQSgo8AHIYBXYz47MpnePvtt7F7YgcPPPAAuqGK2QNAD+k8twjMJsnY2SZN8rJysf6rikjQ6TL2e6WIagCFAMuMKzJn0bY/AG/4MW1d042syYeef1V4CEXWsej5SEXK64EIsY8i6B6jT6EJIXhDXWu37RLqV0U27T+sWWRKWRvIGrvU7HErObL6TUlqIxAE/Q6ImM83MJ9voB8GoVM0DUJd16HvehRmHB7KlK8Zz7wr3/ZE24jZrqdTRijINCeSqVwWoEeGUD3Y9DDrNBIupM2R9RzEKMHqOI4YxxHTNGE2lyS67zqQSvUcHhxgPpvh4YcfQjfM0HdROetNk2DOSFNCyuIDlssVSO/56PAQpTD29k7h+9//Pp5//jsYtdEppwl91+lkG+DO7dvouw5/9X/9FVJO3gk+rkagFMyHGZ54/AmcOHECnAs2NjdweHiAE7s7ePnll/D449/Awf4Bjo+PsVwuEGMQia69PZw4cQKr1Qp91+HJJ57A7omTuPTxJ/j48sf48ssvkMeEs+fO4PFvfAMXLl7E5ubm2iAL82O2xyTxyQ4MMJNzEUO0k2vov4BtmWVCm8xmt2Y4q7pZ09Z6YGe2KIbg0nFGOyzNPvev5lseG9n+LUaLWm/8JRpAsf5+0Risy4pckR4+cBFEggyqr8Fa4eLooh16WwAJprnqgpuBY5WFcQ5F/ZtIctOiiyMOBYIW5gLqlJysv1+jduGyKAkJ1LxvQABFuDFmlnsRNNLsQoOwmtE0UjfJu0AdS6FqyPSu1hbW3s/e6+4Svx16e03WYMCCUQtoqvD53Z1VlbCaVPLFRGJBBKSCbCR6qgF/DHKIiasxltm7mvGTIAw2fxLRmifYZWrs80sBUpKyusxKrveeUsJisVADPcAQ2RCSomGmxaYND3qwDP2yPMWCpWmapATXsTda9LGHdG9nd3wezBjvNZtAtwST1uhioqWbm5tr5O62KcnuY5omrFYjlsuFz2nm5vnZc0k657XrOynl6mf4fgKBSAK3cRy1VCdBZzebw8rExhWUsWqNY+OIgCgoHFmHupGcCSkVhIYGwFzLrDK6TyR1hsH0MCuSK1lmlOsOUdF48oDH7vUur9qcXWnKSFNWlCH4BBlxtNVhibFMaguEaN91PcDABOn6DmCdTNEBk54tMlSvJnGiyEIKeBW/Fpgag2fiBARgzAnHq4UEDxsbgNZSCldKgvwln2cTX0xYntheYfOk9V8eiOs1WNCg1qVo2TpnQb4NAaPMqHUAj008MbLqjONSq2YAACAASURBVCeyfo2GLAqa0M4rFqMvzWeyT+T9h2HAxmxAyQU3b97G/p07ivZ1sMY9R+AIYLV+pSlHS0m68oeLoa+6cFaBYKCeQb27YNxjQ1ibJJpLQZ7YO78tkJbpL0U1XQEruTtHl4S6kTnVUYzqgyTBEX5thHGm68jWtqRsaBqz3JO5JdaHQlGafQpYks++x3K1km5aSxptc5CgMDkn4bIVQfuDJjyCNFeElQIh5wnTOOo5lX0UQ0QXRfBZjzz6rsNsmKumZAGXrKXoOspUswuY6gIzEKlzSorIqyUQiUSO6BFqH0IoiBHIKOCckbME78PQqW2sM9+HvsfQD5jNBnR9B85AmSYc5wmL40M/p5Y825qLgoBQIEabc5ysCRWiXbkvQMB8PqCf9RhmMw0cBVRZrlZui0PoMMxm2Oy3kFPG4vgYeRwxloLDcIyhH3DhwYsAiQi+NQdubW5gZ/uCn8+cpdM8KtI+pRH7d1aIXYet+QYeeOA+nD13Bt/+9tNYLVeuH7yxMUcp0kyaklQ1jE5nCYMF4DkryFESSCeEUYTbaUD43xEShOec0fUCCHQ6klEoZZLM2uSpu/cyQIjUoXSsybVV9dSW4E/BLdHoBYzuBAXS1OSKLWlAAwm5hMufs9RwOkDKKoHYeWKB7AUCfVe1L1KtqxromdOxC5PuNpFhZUBLsxZ0ac5tFwhyeLQ0GS3IItyConV7y+ikHKdogzoSLfKrQeYqQMs1w2/D7cIN2mk/ISvXCjqphXowzJDGeg+sSCcMhVlv6JF1brk5ioY618YCKDNaDUndEIvS8kHr+tqs7XaNgiITaLLJyC13zlr7pXSaUWUnLCCxgCGlooRj+UwT2JWAjcAsgUMpYjCXyyWWy4UED0PnhFoqvXAwNPOXktPgGxeQwK4UNGhV1rFU5Lw3N0CASnyYkK06Vy0fWmDXNmJYl/CdO3fw1VdfacDar73eOpyHYcCZM2ews7OD4+Nj7O/v4/DwcK1hhoKNgDTBcw0n7FpIg/QGjWGWgfWZZUpAIJkeYeifCaCLsUd17IFAWvIwDlKIwuuzbLeigQk2bjBQ5dJIJ+eE1WrSALoDmPwMWgIQHeGqigZtkmUIvRk8QViyozmdzu8WhHQ9kcr6PZekUCcaYofAgAmXh0B1T2rjpDlWonpG3LjZydF/+6zYIDqGRef11gYc6P7WaR9kz8uQr6KOl7xJy6gXdt8Ae4Bdv1PXSpxkcm7RbDYTJwAgcwJnu2royE7WxpFGskqNoyVcAKOzRhXLIPx3rfQrjsK67EMgBJ+clDGuJke4Ba1WxNO63/O6ukMNKkkTvgCY/S31d+z55GwVK0XiGvvlBlD3pHTqdoLeQmy1z7En2zMVrREbIQ0krIT/LjYqCmxBeucOsOieqeoEcq6shCrBUwd/iHU7ybko7JzP0tU5vn3fI3TK/bbEAQ1lyc6HOtsQgo5mE9mrNB3psxXaVvAOVvGbXYjo5wP6NCFGoXqEOIheYCPVtu6HALLGHCK/VkFZTROx+i+pCNja9iDlPwJVSJx5QmEBCTY2NlAKYz6bYTaT5JBJBdBLRhpzBT3UF8ZACIqcGXcuq98mUK2EaEJxeHSI46XWInT93d+5rQZEQZPR5U6qCSYInhIWxwukPmGYzdD3Ito+jZPeV60EBUXYc85I06iVpAm5SEyxWqwwzAYMsxl2tndwYvcESpF55ovFAovFAlOyZFx8Asyvy9MUsKvvVAEi6V6IawoFklRGoDCSgkghSjOSNGNGTKMEnmYXzM9XTnZN+CMFFG1Wi6FBHLna7RBJmk0nrXAptSYQafWpnlfbSx6TMTnlMMSILgbjapl0jUcz+n2bcSjIov1+gQl6aylXyUAmgZAyazakukYGDfpBtfLZOvzqQZhm2IAhb0HL4dmjYgMmZBHXTbnabn2fFgFkf+/QdNNBzUANFBRJjeuoJnPlzoits4yjfsZ6KUHuvd6iBL8hdBKAcalBoyEY/v7VMNn7lsKYMMHQDpscYahv5V2uW0Qr+1AgULZrkyQhaDlIOhkrh1ACPivBF7924xcZId3FzUsBdcYlbJwAgK7v0feDBJOqrwfY3OgOgPHSLGCo+0ICyaKTFeTQ+c/IdERV0w4J1hw0m22AueDXv/413n//fSEe34VABOUfbW1t4ZGHH8a9996LU6dPY3t7G6UUHB8deUMNlwIOwvEoa51qTTnJDYh1ZHeyPtr04t3XvhdYA5mqlRWClO1qUNmWiGupsT5bVh5VQAhSljMqxKSBu/MTu6B7VrNHHd8HyN6SaQi1c7o6f9vb1pmXYbIzDEk4LECzIMDOsgn02hhKaaioe3BSke/VcqUj+6jR7YNz+gANEhpUzIO4UhrOn82CrjPJSZHKaZTOTOEyw/U+/RnYObOkE37UPGGLFJAtkNXnXIpyBFW5wYJkP5MsAWIpjBBrsiwoU6vHqTY1EBKbrbKgrO57C05biSQuSQM5KQ0W5UBN0+SctK7vVeKo7pFiHakWJOrjLiV741obZLVVlVIkKCANDhnB9evaUp4EY8VlpYR7XINPUsUAu0fTljWKRkqC0nVdp3QXKQFCAQqG5JDFnCRJVUl8BfstmHxLsBe0gILtBS0RHh0feQIriF1UXqKh6dU/3f3fWTJryFElTWLSmu0hEj1e+QcjdtK4QsyeYMWmUaxNosHsz431XlxNQfdWLlJi7+KAnJNrOkYbj1esiUV8as4Z4zRhXK1E9zRKIjAMPbq+c+QphIgw9MhZ5cI0kYzarAcqCopUwMjKs3YOmRm9cirFn9rEFwnYmdkrWObjazIp8kAOcLAkrROS2q4I4krhsr1u/sueuPmvUoS32fcz5MxYjSvwwb4DVnf3Moh9Y0/unXOszb2xk1nzTgvhel4MeQ5BzryNqhW7oFrDqkoiSLP6ck3MjOpkgWp7Dktm5yPXz6t7zQYTxGhopiQBBoj49VEdH1nPfQWvehk7uh48AXD9P9KLDLVWVg2B7gIrWyu0JxejG1KQSIHvzVBbVqj/b3flfywCJogzED68lppLgQwNNzywKZ03gahHLqiLa8ErBUUpmmiajeOpiIOjoqFudovyW0HvQNGRjHXuzHpXdCshI5m08r6gQWKbTdj7aJDNvrbaFV1UsLspT7dBBxczjoKqOEqgmWmg9SzcRvuZk8856X2SX4RlrHKvdeMCwqczmRmzEoZg1K5IlRCipA6pducCWa9BNvZspmr9sSK8JjMBNahBESxmLSPGgKINJMQSSFAImM/nmKYR7777Lv7933+Ovh+wu7uDEyd2UYXNMxaLBQ4O9vHzrQ2cO3sOLzz/Ar73ve/j9D33IOeMo8MDLREGpPYZm8GAEo6ZhZtL1mUnyIcEEb1ncYbUW+nI5jIHF3o1bcxJ3wdrZZHQnBNQRR4NrWxldmqgLHut0wDbAlYrc1cHPalxN0MbPPmjIN+XruUMIOozjOCOqz2QKBta4KwjQNWQWfCY8oSUgS6LI5tScikUyfeiyIFMMndaQDCZjESAaB6GTkooRcRvTePTGsBCoDWHm5LqhyqiVkoRwW2GcCG1dulNgWrgDTUohiix7DWwnh0AqXEefeyaILnFJaUTSGyMdsVGCQxyymoLJLjSKjwMNZFpKIZuid2y9wEAipLkr6YRsZfS2pnT92Brc6vRWVXUp2QPJKDBvg1JkL2QRFQ4r8+WJxLk28rTBNGRFIBBkmDiJshheegZVVezDYKzosJdZ+XcgC4QevReGhYHLM/VZ7GTRH8h6HMzu0NK+A9BUEgYf7ho8OpWGtKcYHZLaDxZ1zSAMI0TuDA2Nja8NE9EinYpEsTw9bGpMzb+1qs/MaKLAEcd65lH4T4GmRVcSkFK8CCNyoYmLwWcINQtS8g8eWctXSdtUBLKRcry72mckErG8WKJrY0aQDAsoWeMK0HEpjGpvNECfHyse4UBiDaqjba1ex4GkRcCByCOEvglSXBkZKWWSqnTc1QbYwtr97kCBKIFKWc7lww4xzGtBUUAo6SCvuuF3mYVAkWaLQ4pWWqdUsGo/sf8HSntpJSClBnjJOMlh1nAMECTOl0jVcww1E8qWEpB0CAdut8JpGh+kLiJye05mwROKSqCDw/8uWhAuBY0kmgBd7QGtq0ly37sGYUFmcxlQsydAEpqc0zz1KgEXdch9xnJVCX0fHqjYpMEVTqM/DuGAIrSjNjZB7TlSsuQA+DyODUssi/yDUzU6nlVBM08RUWgNIJ3VKbJSvUC/W81zERytlsUhGASAeulK0fq7ArJIm2TCpFvBqqRun2JPl811CAtj2edUEPr17s+27k+nIo2tihjs2r+ueyfU4NADdZ0s9T5xuq8Av5/ut70z67juBI8kXnvfUstKKAAFPaVi0hxFSVSsixZFt3een7d8jL2l2l/8N82M5+t36jb8rREeSSZkriIiymSIImN2KqAKhRqectdMmM+RETmLchd/sEQUVXv3XdvZuSJEydOJJaU9LA6MA+6Byx/LxvmzGRa1m2aRps53c+MpOThExMByh2ozPl9yTl4CBsG5KDZLxfbMxKPOHlta75g3UBOLVPEGieXcc1kG0lEX8hYNW7yuuk9e45ZhybWK04nZ8ywsnIYr7zyNXz9618XX8co2eWtW7fx7rvv4PadW7hy5TNwZJw8eQqXL1+WLLyeo2nqtKiSEF2701BV4v7fNsp2QkvW8rmlicMlCYWtH2N5icwzrRSbmWDWNQSi7D0H1mYJn/ep+arJvexsy8nhH4OuJc77FYB17cve8HqYIwEZY9Csy895Bx9z0mHvYYyFXZ9zDgFmPi4MB4AkK0m/C0LbtajrOgVM77yySZrl9gKdNU8RMbwjmcxizIUG9dC16AAFqblZzgImqR7PyvzOSwOBfQ4gg8w0RYaQ1hT0vj2+r8yz0KoQ1pTgFIgb455Yw94NjL3rtPFwBN1n5EBFPhQJuTpBMBcGg7RIzzKGgNlUNMdnzpzF975X4fTZs/C+QF3PRWPYaemQ1dLJ1pdD1vFp8mGTI/rAEXZOhJhisjUjBhZNeYp1GssKKpR5QjoIs8Sjz/yp1AgHY1G/KcwkEEkq5Xoj9lpJuEQ6M9BkQ2mGnhF5nzVNXwlgyH0dDsXU2diX5BsbRe/tdH87K7cnJkh8+ZgZtTUPEik7KMbQXdspcwphh4OMwCwKn+Ji3TSIIaKezxNQF/LAusWFEQ6pBC/SFBud5wvxZi3KUseHyjXmxjrVS5I1Adpo0lLdB1za14A1Jgo7HAvWBreQcIAw1hYPgNTWxWbzQppIS/zPQLRCWZVo2hptG9L+sS/RDIo5fehC6syvKjpQVcgYQc6yoNdrSUR+SQWiUUfFQnEODsrLcoNjlk6URSnPkkkbu6TBz5q4SKUaIUpssCYeOw9tn9g5QXCoyhIRUqZ2vSYx6DWITZZJ3HoEFbTkrpWD0HXogLQnDX8kazPdU3I/OH3PZEhJ6mPXR0ogJR/nPF2t6MwPx+VOZPtF3capNAQNgGDN00h1SWBFzpxZsv4T4Pw/pbRhA+iNjdDfpbzxLFPtPe0DG94WogG3PirO2Vn+W56DM4jdW0Dy+Aikk2bErgR6Xay8CTPAURaZJ58i4AENXHqvfJjyY9/v61T0XRMb0Q9kyeRCNSUgCeZ9A2k5oPWVyDqzW8TQ5Th84Iv140pLkifA6fQXAQqmpRGti1HVHJEyKVlMQel94xqcBiKGMIi5gUXsCIq08KW0KSOWnJPmFzusjL2xe5eyyM6sHpCnNkhag6jJiOisFKwzpQPPMlsQ4ciRI3jppZfw+uuvw/RfYGB/MsVrr30Tb775Jn72szdw/cZNvPf++3j1tdewsLAA5wvsTx6h8B4rKysYjccYViMUZSUMlV7jdLaP2XSKpm5EsF+KgbX3BVwhmqIEWGJE5E6sfKZTWVcaeJgZHh6DwQhlWeTMlTlN6anrGk3TAlG95qLcE7EkkedUcokudprZssguSNlQFkZPeokIHCJCG8ABoIISG+C8aJY69PVGCho6ue+uyus6da9DRjKaxtF7OTRMu+dIbIDKskClGlcKThsIOu2KdmgbPfCTRIAAr8896ixt70ARYn8jnCWqaoCqquQwU01cBKMJDSIzvBMQIrJA00/LMnTOIbqs0bPWF3KQigcyUAMoCeVlv8q6ZM5JjjGESIe+/hiZdIEBR/L8LW7ogW6SEWsMIxL9GKA6s1CjLLSUSFJ+nE53EUNII9wGw2Hqjg1B5h4XziWLq9hLtszL1rNXwiDrL6X8L4m35atGNtgEHF8W8CTTYsxPNccNldao1svudQJkzJmxMeBaeJnv64QNJKJew588H0nA+nFW4pdUroyasYNXntnjHdYigZHXksZCQqmJXN/IG4hyVtrEJEg1xpGHU+2UcwWqskJUkBg1iYwK9L0rQaVMRSKSZwEFDHuTCerpTBvGKjRNg8lkIhNMopS+rTRqOnuAVW8+w2wm41MPHVrBaDhCCB0K79AGhqMS8JzAKsDwBcEXOqsaEterSiZNdZZAQZp6ZrO5zM3uWtU1G2nkU0+BJT+yTlVryk7XSwYnIdSo6znqGkkiNZ1PMZ81KHzZe6ayd2JqEmIgEhApeauC84QuqcYhNU3J2SWNohxlohQbEwlpzCsUYDubD6+xwICadyXEasmDWc863YtyTvbOd8j9dSRnXqNTnLqu0xJvlZJe8Xw0EkhtC8GAjog30iq62INTMV2j3NEs44nM6GLQz+i0b4Vl8lU06x0jnuT1vO9VkVmBcA9gyr85sLL6hlgKYxnAnJibPvDJGyvRBWmDOhBAWjaJ4oFGypi53JOnD9+0CpyGepG+rtkAwIBCAo226Q0EuoNsIszVPB4IcvZDVrKzQws9kAboTbD30nexjrgUTGGXZcwp66wDTtdko58McPczjP8os7UHZd8z/YUwewqGo2XH5kWpeocUZJH+kJ5XKeMiaPaSgax1onpXIFBMtkoM0UdlttgAvmTVxmDCO7Fa0Os06w/73P3PaZ6EGSwiGaNaQJfxhx5FUUFMpFttjOkxTSqAlgWegUsInMzMWdkeK61aQmaHoJXcrZQwXljAwuIidh49wmw2w2g4xOHDh3HixEksLy/h/sY6fvHLn+PKp1fw/vvv49VvfCPZNYxGQxw/vgYih+lkhu2HDzGbTUBOQOmRw6uYjxew/fAhmrbGwnicGIvhaISiKDGdzsT7MIhGcGG8gEEl/94FGRHlncdwPMJwOJA5sl66GU2u0XUddvf3sfNoB3VdA4gYDCsMB2MMhgOdn62NMxzRdqJbmtc16rnM9u3vdxSFjO+DljbIWB6PqpTXattOGbROZAKA+mUWyb5Jnr2xkk5ZVE5rXIT6etiXBcqqTNZBsodt5rA92wZRrakKy8Q16jlNQuxztrUw9BER5AmlK0V8bgQEc5JQgFkBguq2yPTKFjOyHIWNKeklqGzxx7JzTdSkoYQRo3izWROH3mgFD3L4if+kzxIVn+OHMU4En2YQ28QHAyy5IQNgiggUUmd2DMJMllUppT3vMZvNlP1UEKXSCmH+RRtZlKUQBWzMLaVqRGCpfpg7BVvs9j7HLihjyUDbs81yeiaYJAcaRwl6qKeGqWz5ZeXX1HVeSEME958DQ90TSpgHqrH42TbL9OMGFM3BIscv+zJW01uClczYReudTO29JD2mFZS1oADAC0NjTV2mz27bDkVRoiwLRCbEkM/AoizgXCnj6ZoGk8k+RsORODUoCBL5V7ZNSaxrtHUjjVbkSJKmsgKY0dQ1ojb0OKflS2XbjEW1M8t8KfOalc+RnA2UYYwKYGXPcNojzjnFedn1AvYUlN2sqoGWexsdq8moa4embVHP5+i6CKpcmoktY2flxBV9XQnvPFqWRklynBhnA6CSqDi5HzBphUhBsoxLGj+dE6bPOxtpykmHa4C0KPIoUbmmjCJsPdvassoQK8nRddlZo1RiIJFrupO8Ez1u8lKlBC9gk7yyTIET/wONTGCtivT2hfydMVuankXQUZQd+jZOROL9yLGHbRxEw6n3i6Bz7cEoDIr1D34Df4n1oRy80PtQrDcrjV0iShyeBAsFlroAlZsCvEtZrGXVphMKibnKtDESMLG7RXoP9GZqsKPe+/dBDTOSXrGHG2FlByvLSOk2W3HIzevptmxxIGfO+boyaPxffaXsPPmbJfisDzvtxt6XMcBs60y9MZFYgCJpT2M2lB0OkhHugWQAOUuRNahC7giEqKWmaFNHMnvooDQJGfNowIOTjkf0ecqmQLoHI0fEtsF8XmM4HIqOxInXnnT15YaJfF8cyHmlibM0wDkLnNpkQGotoW8qjymzJ3a/7WFa4GvbFltbW9jaeojBoMLCwhKOHTuG06dP4uWXX8L169ewvrGO3/zmN3jpxRdx8uRJEBEm+xPcvHETd++tY2P9Ph5tb2OyvwMiwumzZ/D1V17FuXPncGztuFgUEeGzzz7D/v4+jhw5AkcOt27dxqNHO4gxYnFxERcvXcCFC2exvHwIk8kEYk0xwnAwxO07t7C+vo62lq5r8oTRYIALFy7g2IkTqMoS29sP0XWtzOJ2Hrs7O9jZ2cFkOoFzHgvjMZYPLWH50DKOjFexv7+P3Z3dVFYPIcpoOG1yAXFvDWtWyzmrlUOS4MlrQBWbFymTNZmZYevkNw9KOYTJW5BFShits7e1pqzQm3RBPqXHegUAOLGIpQKVWu1a4HJWbDY5JnA37TVgulN73axJZj2YYwqgj1u5WIVGY4LeK+vOtz2pHAC6LiC0HTyEKU3RwdAn48B7G2hMkoYEL7Q71K45WgZvvyfX5LzH4tIihqMRNje3sL+3j7Nnz2JQVXJPWxuJptph1rnYAAqN9aQHEQexdkradotFKaDlA9NiruyzrC2TBMR+P+tdLeb246HEbk5G13Ym2MGYEut0WEuS5QthEVm1kqLNQ9KxGajpd+mid732lcuNwohaR7LIKXROtnatF75Eok31EZF2yjIiutgpwLTBCUBVCbPVxYB6Lo04VFg3NMGzaLxHwxHG4zEOLR8CQBgNx1Klc5QAQIwRc7WKsTPaFwWGozGGA4n9TSOsHrmRMnI2lSvHbKtimJG1yTWkMxfCOrIwi8PhAFU0dq7fIGkNOpqw+8xWRZXLpClDsYQM4dBKRKGsfLL2KlCWRZZJQc7XsiC4qlAHDgfXOm3qUHlJZ93yyoyzsZte9ZshJ2RkxIJPhEvTtmnNCWC3crKgGTmqDXSLfyhpQmvTpRgWt8Sup25q8QbW14VKtLquSwbfRVnK/vAuQSurugoUoFRlBJDYb/v3hGGC4is1qM9m3pSccBKm0rjCrI1ITn43cK/RyjFcbxKNYSCZYc7mFpB1NEmX0vtiQjLmTSNpiDRDj3DIrJsEowhH1hxDPQSdNSSOtHOUuwOaODamMe3IXmB97FpN6/E4M5pGF5qdBqTLGmzvr6waWA8AglBtTsFxTG9vgDcBVUofRYEyKw1v9jl2GOZDyuxwDGTGFDR7YN3uew/wsGUS9lyc/AliamfHumgfvRxUMUZ4V2A0ELYL0FIuh/TQo4rwg3Zidl0LjoQYOvH0SlouuX4JfDJFIc30JdNYZmCXPitk3FUHhkz8yJNkxE5GSy6RAXQwi51+YO/aFm1Tiw8WVXpr8jg1IGr5V/U60HFpXZYKmJDe1odzDlVRYlAN4FyRxnrVtVgAra0dx7PPPocPP/h3fHH1Oq5fv4EQgdXVo7hz5y7ee/89vP32O7h27ToASAckgP3JBO++/wE27t3Hn/3Zn+HZZ5/B8uISNrc28ctf/hs++fRTrB45Au8dHjx4gKYRIO29x/PPP4fvfe97eOqpp7ByaEXvS8C99bt444038P4HH2A2maKoSrRNg8J7fPe7f4Q//4s/x+kzZ1AUBfb3dzGZTHDnzj387uOP8fnnn+Pe+l0QEVZXV3HhwkU899Xn8cLzz2F5aRnEDju7j9C0DUpnh50eftBSYJDGtKaRhoRGZ9MKa2LPUwIPabnMgGNV5bnCKeuFdIjaAdw0QYKuJnci0m/VxcAaixyYSpg8Qmyg1M2ht+edd3CFRwiSa3gt0VhjUQwyp5sjaaOBBVgRsVsmbYHWAAGl/23/rn+TlbU5BdV+6bMPSNhGgHoxMi+cV222ldJU4+vUJipELVvrM2Hb5QomYwbC0P3XctDXLlCUBRYXFwEiXH/vfXz26Wf4zne+gyeffFIOPDX0N+aVyFwJbLa0PNsuivWJM8sOIO0juzvGu2QgGBGdNnIo6DP2B3ascH4dII8PtZnQEZpA634VACdnRHg8IQQQQeqLqAbxyPrXGMUqhsjBMUmybdn3750x6D1HaQizGFKozZgxVnaOZWYYSfPstewoAEqmIJVlnrYkDKycOzEynDKJgis8RqMRHHTU6cIChoMRBtUIk+leKtF7ldns7++jrms4JwbiXdFhPBqKplFnU5dVhUE1RGRpBInapGvJOvR+M0vZdDAYYDgagODQhoDQBERuUVQVhsOhXL+XufFgcUew5qU07tYVcJpMRpbRl84xSH+ua1nHjjpUZYWyKBC8Q1nInhQWTDt+WdINm3nvHBBjCyKWn1edMsEmmOnZxfEAk8iJzso9EBwzEDQZhzXAsH4uM7432RNIzt+ma+H130mvNbKU6judoR1CgFPJgTGTbRBmtW7EBL6KQ/RHkIqkxkCgg0xEIlRa1ek6SYZ9oZpfkHheW5LmjUDRhlxkNhKQimxZeDhopU6Za1sTlgiCGZEAJo8kQdTqBAjSHAN9EdNXAUidm5mFlJsmVgUWBGzTkGIvax/PbILECgky6d8Sq6hBhDPIOhB0E0hFCnYHau+9AJoYUwVzQa0xrDgtncUEskkTLqPuTLX3gKEFOQ1njrzMktT7JJfE6frTiDBrErHAZjsVuTxt72DByr4IGaCnfycFtYTMqtm9Od3N8QAAIABJREFUScm3ZjxRsljnPAbDIQpfJsbRXgqcy+iOxPJDnpcDIBtGMu8SpgVhlk7Apm3hHatukdJV27XabF5jsARfiuDXgkpdN6nD05qWDsyejllobZlaUZiW0gIAa4mrQGpm0BzgcZmAZaF5jZhlS5csP7q2xXQ6RQgBJ06s4fjaGgCgacT/rihK3Lz5Jd544w3cuHEDo9ECXn7pJXzlmWdQVRW++OILvPvOu/jVr3+NrutQFAVefe1V7E8mmEyn+PLLW7h3bx1rx4/h/PnzWFs7jtt37shM1F//Bvfv38df/eCv8I1vvIqVlWV88cXn+O///X/grbffQlEUuHTpIlYOH8b6+rpcx89+hsl0gh/84Ae4fPkyptMpfv3r3+CXv/w3bD18COdE5wiO2NzcxOaDLVz59HNsbKzjj777XRxeWcW8nqELXWJszK9P7qPuW13/baszYZUNEL2llZWFKRBDcadGvcJ+xC5PjLHs3zlC2yoASBIPZa45gtRSwhoOzN7LNEFtF1LjgUk8xFS8t85dFsOIhZLGmBCS1Qc5ixWAdN/pevPayINcIVBJu3wWw4/WaORsStbBBNaYU0uIMiDJjU2JpoG8Xrp2gnZm9nSFNsWls2abg9Y1ZgzunVhLhRAwnUxw+/Zt3L9/H08//bTYm9jra0JPUOCNDMgC61AIsv+HdM02LpF7n9NiMTPDQbv4OZdEI2f2kBU42mhX6441GxHmXLWJzNKJqtfm4FLlyFgXAFo+5V6FRd5X1rRUQnxiDHoIFr37D6TnY+vVhgcMhnpotznBJYK6HqjVWFUldr0f243sCSFI8qVAQ6xrnCbHUjkRMCnroG1b7O9P0DYhNbxY3LRhBnv7e9jZ3QPAWFgYAxC238bXkSMMyoGA8raT+1AJu9ev8BRFgcFgACLp6pYGRb1+ZfCIMjADyVAC5xwqb/ZfrYIl2ds2RQgQVg5ECWC2ptfV51oUHgXJ+EW28jIRWAkLi0MxRszruawpLSmzNnmRIxRUSFIVQiJgDHOQcxDXaiFY+qxz4Yr0zMXeqkigK6g+kJhSs67zDiWVKLWpzyzKyPmkUzeZkMUxq9YGtSkUBjEn0nLe2f1lgMx9A/CFF5aXnBrks7CyZZHWGBEJkHWZ0MmJXa8Sqjgtax4lTj4OXpnFUUHbFzRGIQH6wmlZKdoPOBFGK+5M/19+z4JTVjASKJUmEby+umxCuyHG2lEv0DGTDv+W3+lnkZbFcWQd5ZXZzX7G2Wcqdacilb44d909XnoDtJT+ePJpP8WcemhyQBNtY4wRjkmF8ty75t9vZ7fXSuwEMusogMul62XEHFiBFGDsvtvmIQa8A8hlE1xpcPHKyEjwGA5HcF7mi3ZtB9aSjS2OfDtE/OucR9NIaz9gpRk7MAAKXq07GN7b55PD0PRX8ghcAriOtYT0WGKQmoP0XpTqlM8ckjdXys6dZP/WPWZgAKr7CRzQdi0YlonrAUamS7NNYwa3qhnVDtUk6la/w+FoiNFokDIvm5H76NE2bt3+EtWgwl/+5V/iT//Tn+L8ubNwzuP27ds4emQV/+PH/4y3f/suTp87i29++1vJ+y2EgLW1E/iTP/kz/PH3/ghrJ4/j7t27+Od//jF++MMf4uq16/jss8/xwgsvYW1tjM2th7jy2efY2dnFX/3gv+Lv/uZvMV5YwLUb1/Ev/+9P8d577+F3H3+Mixcv49y5C9je3sGVz67i6rUbOHXqFP7k9ddx6dJ5AIytrW188MGHePudd/Gv//qvWFtbw6uvvoqyKsETCy7CiMQoBtadHSjKoISkV7NnKWvCpBYWcGUfaxcm95qWjIFRqyHnxFzYAqytm6IsNOFwaukizLbtZ2uA6ks+rHQns4J7iRjZmL8AYrGmiqz6TC03SpmH057rr88+I6e2DmAVTAqBlvXW3IsrJn0hlysiqaTEGZDbexkwM8Y8y18oxU5AmFk5jPWw8z5zJ1H3lIKq0hdAZO30b9PkC45W6dFOWIsHlJ+FHDi6l2E2N1HBRhQrolLfi3sJO3rAyxI4tb8Rs3UGJyASYSMYxQgdIO+F/ehymTuGoE0nhH6IttfOOTfBfPWk/KYAz0yunbAyDNWBpsS+Dxyp90cYQOoFZFtvOYY42BSw4XCEwXCkCZV+Xpv4EQUw1XUtgMHipnPwzqGOUcqkrCN52Twcgfm8TmBMpCCyfg8dWsGFCxfxySef4O7de9jd3cHCwhjMYlTddfKspIkpopnPUTcNQNrwg1zdSY1EuubbLoCpSfo8Vzg4uKQZNQmT3A8BQtYQJybpBLFuE8bXOY/BYAirntn5KG4bUVhDkoRSRuWpXAPxgPzDGB1jAMvKp1hu5w+YxaKIQ2oCkefhtCRN2hTHKRGVs5dRFNKsVBZV2gelL1Bwod6yslKiuiR4L36GbGwlRxRlBe88BqU05tm8arB4m3axhXeEpaWFNEaWY1QLpQ7MBA4MVo9TYQ8ZVSlsLzNjOpuAY5ThAt50vDk5NSszAAnDZEBoILKX0BOlOEDepepDUNDvrY9EfhiRxH4r2fFY15OxcRxt1jAS15OyZ2tS6e85ls0CSNYJZf3aIGWUsiwkw2Sz+jGGT7JMC2BGDwvy7iuMesHWgkePLbM/gAG1g2yeOcabxqGPwtNZk37c/r0frmyAPQ4eUMi/k9/Xbor9XN9LSn/AsuqkPxTkRUoj9rNz84IDO/SbcfrvbVqNGKM0gYxH8AX1Xh8H2NT0umqKDSBps0RHJYvXtIXKTejvxeRnZT/nnJSNrWlGSnTSWBOCBMeylMzSq8G180qDk1mJ6GxXV2pAIDBbU4ZZyejBHoJQ56Qsd0+bl9cIEutjINBAKrQU4FJpSZ5RUzeYz5u0TgCgaWrs708wm85x4sRJvPjii3jqqScxHo+14WaM7UcP8e5v38UHH36IjY0NAEBZCSD3vsClS5fwF3/x53j6qadAjnD8+Bru39/Ev/zLv2B3dwc3v7yJ3b0dtaVoMJ1OwQAuXrqMr7/6DVRlhTNnzmJ5+TDOnD6F7a1NXDh/DoX3+N3vPsKNG9exuLCAb3z9G/jBX/0VLpw/ixA6TCZTHD16DB999DHu3LmHO3fuYD6fp7GSNn+bVCjfNg0SyC6svObT87bOeY5AOahgoFMAcu4ojrFT6xto3PDwXqagGGMZg3QqGviQRogSZpxtvwtoomcsXIyyRi026bqVmcaF1Ks1USXIVAXnrBIRDrBGkc1OJIKRQdvj+5vt5ADDITfldDF7HRrASNoiEr2Xt3ItTAoDpMYeIO3vflKVQCOLyB7QAO/Qm7Qjn90At6z5XAa3CknbNiJDYdP5aket80jeGexVKxnTQSl7UJN/6u0rTWCZkfRVMUSdJ23VoJSXHgDI0KTc9KbGCqbvOS3RgRJrGCmRMEogaEKobLR3Do57SbjeS5s1LaVEgnjQ5gpEBoo5hhJlMGzlSfOM7boOVVkq6ZArG1VZYVCVGA4GGI9HaJpZbw1bGVhK18753PwJgnMyzQlA0itWZQVhKTvxGVTA2rYyO3pxaQlPf+VpXL9+HR999BEuXDiHP/z2t1E4j437G+h03wUWtje0MZVN7UgTORf3ksGYGlxFXiRr2ScCg5NkwMr4AHr7yRIHY21d+resLZSkgqJqRAkwtwg7ooyhBfr2M8rcKphx3qPQSlbhHWziVNu2um4VQKVnqa8do3aVy15xjtMcbecIZVkd2Pu+kH0lfWHagKSNZ17vidiONcl+p6hc0k6TMowEk5LJeToajjAYDQBm1HUD1xHAHiECnQuwudcWDwaDIaqqwqOdHTx8+BAhRgyqocRcjjpNrh+3NPnT9WzJTiIzmVIjmsIiGOHjNcZC96Anvb/2/ILcz0JElHnqgn1JvpSDZdSMvnB5GoLcfEol4RA7AaCUx/1ZADXam/WO2uEN5KkbDpJlMrOyVgdLRo9bKDwe5HOJEilI9oOIfYn2IqbO5fy6nFdv732NLocxWY8dLMbCJOCtweg/Kr9DHzLH9Db5Gz1G0KjufsON04MthgimnDXaz1v5wRce44WRCsVz2SUbP8vrmVkyUZWyO7OjsNuQS/B9pjcgBJlmYhv9oP5JykcyvYKTVYnzPY0imd7T7rceWoZxFdR1HXQjUXqOxp4mfZQB9R4DItmhHbqyea0Eb69v81yZY9KM7DzaxWR/kj5PjAG7u7vY29tD10Xs7e3jrbfewvq9ewlcERjr6/ew/WgbWUIR0uFA5HDkyGGcOXsGk8kE24+2sXr0qFj9OIe2bXH//gb29nYxGA6wtLSEqizRdR1++957+D//r/8bS4tLOLG2hvPnzuHwyiG0dY0Lly6gaVtcv3Edmw8e4MSJkzh79iyGgwH29vbRNDUGgwFWV1exuLiA7e2HePBgE9vb2zhy5EgK6AkEtS3aupGxalJXSZ9BBOti39J1AdY5mNaqZvBZjmEMY04GOTKUcoFNk5GgVkC0rhFFgWS2LK/ZJVDgtYxlYzeZREYiCS5hMByiKiuZJd4vV/lsbN33eCRtcLE+YWZOIv3HG6yIbMpRBh4GJlKMYcB00AAEuLIFZvlv1maBFHPsd/qsJeckVNhbk+k4+CLHB5m+gp43qNz3uqmxt7+PyBErKytYWVlBZH0+McuJ4FJ6C4esT5eDLk+SsOsgPWVyPJMDP0tfXGKV5DVcAnmx088NSgwiAXncoL2HocOc4QLJNcOBo+ifIzOKwthBqZoZsDGtF4iU9dKGvhg1HvTe67GvfjXEq2zBOs+zvhap+tJ1HbYebuLRo22UTz6Bc+fO4tChJQCiKZzNatR1LWcStDyvfzvnQCOTf/U0h/ZUtJzvWDR/UUe8Hh6PcfHiRZw6fRqfXbmCt99+G+fPnMX5c+ewvLQE7wuELqINDULsUCg4tFnyBEKhbhp9WY/T0aFCHtn5l30S5f7kIQV2n2TJczoLxOHC1nGX9ghbNtE7Q61q1F/7YJa9bWuNkXsrAMRW5CeiD81nrTXUMRMiadWSOf3pVJ9ngxQ0v9Rr6XVM63txBNjZ3rakzvZdTNZocl/0OjVRs2uSBj8BYN65pIP0Tat7UsfHalzLOk05o6qqxPLyMoqyxMOHW7hz9za6tsNgMMyVkR7msKRV9oDXbv98dhr2IsUh1qRs5ft8bhm/FVMsyhVWRiGbuKdx6QULIPsiOr3BNtXFAodllSFEdFbeYchid4RS2cmoDyqyZSaq51Cnf7B4Fx4o85IFVeRFip4OUzeWdEFnZsLE/WaEXarlQNI19RcH99+T0+sfBIY48PP5Ov4j0Jg3QNSVaQtBPo1LD6Cf3WbrgrwA7E+i8p0wdIzHr1sCng2D984nIbMlBTYbs7MxTUTgqJqvUsBDRUCygGRWJq7/+fWPHtiRA0ABTEFm7nYaGJxMATGg7QsCuVLZPo8QhdoXbZ0e/mnUlMzEjlFG0UVElNq1ZlIB6+IzqwiXShG5aMhsnlb5EPbkk6bEJq54Bd9lOUBZltjb28Xe3g6kM30IIsJkMsF0OoX3HtPpBD/+8T+ryWtICVUIAfN6BpCYUbd1De4CoGVSY8P39newu7eD5UPL6XnHIOB0NpuhLCucPHECz331OWw93MIbP30Db/7y37ByeAUvvfgCvv3tP8Spkydx4vhxLC4uYvvRIzSNjOxr2wa373yJn77xE4Bl+sx4YYTNB5vougaMiM3NB3j48CEOH1nR+x4TQGuaVv3GfNJUGbBOB7IjkD5/M0UvSwuSXepyNOmEHcQdd+h3JcZothikaxswf1CLWv2KABGDnbLhypRYMwzBtIBS7gYBoY6pDBUdgcmDyRhTYXrStCNoUKSoo1U5mbf344Fo+2RDCJsnHdPknOgodV9RAnrIyTcRiDvZM2yMnXxPQI3GU1uvDNn3RGCnJV+L0cwwQ3xo7LCkj4gwnc0wnU2weuQwXnrxBVy+dBFARNPW6Jv5pj8Cx9MoTDNMj3ISimOqcykWp5ZDVrJM9WUA1KzYZmJ7gAI6Y7yIAF8kAOq1CcHAaN9OyDxrU7VLz52kzdP/dkw68zummGPG/7mJSGy6YtRGPOSRkMbuAArAFRyY7EfRgDQt6f1uY4dGjeSbpsG1azfwm7fexni8gMGgQlUNUZYeYwYWxh2m0xkm0wnqphXQAOj6Ey2yzDQO6dmyJtzkxDXAlS7dl7YR9vjo6ipeeP557DzaxmeffYb/+dOf4Pvf/x4OH17F8vIyODphlkmqe2Zon0b8kroHhL4G+WDlzmx3crJkFSjrBLf9Yz+rcVw1iBajzakAxiamxCmfk8LoK0CwY5C0Z1WbiJTK0mNInUDSOSy/lPTwup5s7zJztmhSizZHhEFViO9tEvzKXrM/NsKyh0pAxOk+Ou9RmS5avRstgWFNSqnw2YYnRtT1DF3XpHPKOW2uiSr+05jofYHFxQUcOnQIs9kM16/fwL076/BeiCHnJFFzoGST5TRRLkg7vtGrdOptld8jmADEtMjJqQFIybkllqSNOqSxsTBWL/0Cx9Rtc4Bd6/1tKD1oULFur342mrILvTCOuWWfQemBCDjJtguJGqeDANb0GP1gbmmraS0Tq2kHDjJNa6Um0QJpNkVqKAoDb0gPTWLEYyBSEo10PSbClq7p32dED167BX1j0FT07lx6LYC16eSxEjM4Z8pk6XjvENFrTQJs5zBUsbN1dDvN7ixQWEdrUO/EBAr0Ppkw1jlCFyKapklZuBwimZUpiqxllEOtz6QgsTX9rM5m5Moilo0voMQnIC1BXtNCQJt/pBGGeqUR7wQUR45A12W7EFjHXw+AsBxuRBKUpTTqsLCwiBgZV69dxc0vv8R4PMK5c+cwHi+k+7u0tIRTp05iaWkJIQTMplNlbDUoaBYqbF7EvK4TqwdAp0DU2gVqWbYEWJvKEELA2bNn8Y//+I8oygLvvPsOJpMpdnZ28G9v/grvvf8+FsZjvPj88/ibv/3fceLUyZRtP9x+iHfefhsffvghrBvYkoXpdIqlxUUsLCzodBZtVlMfRbN8KKtKLEO6TvVxISUkRKTl+VxeMmsl80K0rr627dKasQaaBCJTycs+v+1tWdNd6MBdqwJ6SxgtWBuw0zK0gpzQ1ZjOpqnEaxNirFuamXNXLeW9zazHkR6Epnll5H2YLKm8ab8JMuxY16zP1RFbaI9XQ3LjYU+TrV/GxIdejEyTocDJW83ih+kokZqLsrFvjBGz2Qzj8RivvPIKODIGwwGmM/EPfTymprJzjOg4SnlOLUYQoxiuW85ImiCgV+rXuA+NNSGKNi1Nq9CDzHt3APhGk0FZXNTrsRjGnUww8cYWkqXMuYmhrEqNQ5kpJW/2K/HAs4+6Nzmtp/+1HIH5YNexAw6YmNd1jRA6LC8vY3d3D/v7e/jxj3+Md95+C8eOHcOpU6dw5sxprK2t4dChFVRVhcXFRVStMIZN2yKGiC5KlS7HAo1Zpo0lkbmI5RQnC5fpdILFxQU8/9xXMdnfw69+/Su8/fZbWN+4h6+9/ApOnT6N8XARZSWxzVtTFjIQSsksWVUPyUbHLGY4+h7QFLax8Hn0YjrrNemQ55C1jMm9r/8cLBarpjGdO1YztaZZI9EUT1qSnkGFnclK4qiWlpz5S+MASSTnKaff17QjyxmUfIokVnf52DFwlSuY/YRW/s7JBifpiwHO7H7AEWnEpv1bWnmsJJPek6KUueUrKyuIMeLjjz/Gu+++i9lsinNnz+Hw4RXxN439pDbC5mCn0nL+CPlvAGAbApHqwOkrJ/MHgSORhzkVFAeCkt4ve9NCxb5BGzd8yr41WwCjM30PDIzkcquwKQRQNrC0ubARVt6wz5E1lACSRudA8E02GL3f0QVmTKPgfL3+XkBP2U+6Owo8HGvAygAs/00H/ptZDXTZ6T0DTANIj2XyQB7dBgXHWZtIaUMaQDSTz355zC5U/g0ZvCNnfMZqAg5tK4e9cw5lJcbakgAg0eJdFM2pjbMrylJG+BGMPhBdTOxE3xBFx2HdwjIlwIzDc1Dp3ydHDg5eGCSOB7LpjMEpZY9k3ZKsmQ9DBd4hlZwM9BIIhVdQ1DMMJkdAp+77sQ8d81dk6coNgTEcjBCXonpLipj5/v0H+PDDD3Hnzm2srh7BCy+8gJWVFezsiFfjaDTCs89+Fa+//jqOHzsu1iZRGi0m0xnW793Dzu4Ozl+8gEMrh/Bo51FqNAEko2xNkB2tnC3fs2DcNDVmsxlWV1fx3/6P/4bv//H3cevWLVy9dhVXr13FrVtfYmNjA/cfPMBwYRF//dd/DSKZ13vh/Hm8+uqrYJaJFV61iTFGTCYT1HWNZ555BufOndOEyqMzNpEkeFNPn5NbEqgXeDPokuk8BVyauY2UdAjobFXvIwe9AVJjMo3ZkOSjUHNgCYYhiPE7aVKTmBFNgsSbLAJklkwyV5fTGpISZh+4g0zhZv9nSV0viYOcXQ5mqSWSC2KIxtJKmTDdpVctnLI6KTvmXizIyXQ/CTXW0WZUy+12Wl7qAUQzAecICjYzHqCoXnzoMzfQ9xawJiP4utRgIWMydXKRHdJ63U6N953P9kRmF9Rpcs7MIG/NUNAkSECsgXIYENR9WDi5P5FjOjj7WlPvPay/Mu0FJzEisEw089aM43KyoBkx5MC1ycpZ4kO9+y6PT+2fDBjgAH7XGCHehSFG7bD16LomxbAQAqbTCVZWlvG9730XVz77HFtbW9jc3MTNL7/EvfV1fHrlcywuLuDIkcM4fvw4Tpw4gTNnzuD48RNYWlpCF4J4MLYd0Nl9zm4SsDJrjOjaVkuKDHIy6YOjjEEdD8f42ksvofCEt995BzdvfInt7R2Mxwtqbp1JhseJBubsZEFKEIgZvxj6p9GfSuIIoCwzcHSUGFNpPvKwGct9NjInTnoWO5naVJWVJKmDCsNhhaoaoPQKdL0DqddzGu2awIsxaArWAECN6kVPnJMyS+hDtCYzpH8XfZ9P1yoDhfL5jB5A/P2FoteQGqiyrlcS3CwvY4R0diUgLBs27dtcnTRZnUepnpVdF/HRRx/h5z//Ba5eu4bDh1fw5FNPYnV1VYZktK2tcokLvaQ0XX+0yT3I+0HlAaQJuCMHNukOGQMtQYoT62yEHaOIOuy6IJ+CIflM98YQpKxIUo5JkwPYcvJ8kx8HPXIBRr8Clpxa1peCqtpcZBsQodAZNieaEuI/CCQpBRvLbGwUofOUshIb9J0+OFKS3MsgKK0N7n0eAzuShbKybO7A96yM/Hj5uA+gRRuSD0pZYKF3LdpVxjng9tapfN9877QMEHSsl/dynolmUbwWh4MhCB5SKvWInXbbdQHBssfUiKBWCSGo7tPDuQJmu0EQ81qbgtK/73JAWMphLIOA/MB5rmoPMQrDEnWzEafgBN1AAYwuabrkGiMHTf3FloOZ4YpCtT9SIhFPscxMHQDiep8BxmBQ4eTJkwihQ1F4tG3A7du38cYbP8Vbb72F2XyO50+fxnNffRaDsoIjae6aTPbx4MEDLC0t4cUXX9B5roTQBXz6yaf44MMPcePGDQxGozQxIKi5sm7tdGCm6Si6eX3hAWKsr6/jJ//zJ9jd3cXLL72Mr33ta3j11Vdx584dBZBf4Gc/+xk+/PcP8eWXNzGfz1EUHtWgwhNPPoW//uu/wXg8wnQ6BTmH4WCEra0HePvtt3Hv3j2cPHkSR48exaOdR5CGpBYtN3Ba3st2FAC5DkViIgX4GYhkRmIKJPGKuiYzELMZv6Z9NEYphADvxcjX9hWIeiU7YbNFx6iZ/gFvM0lug8oEwDJSDGRGv8aEF2ibNiWb8rM9cXHKxDNzB822C18KaIwiuDdQJQBR7GqiMuDOq20QcgOXZepsPpAKwtCPMaRMSoiAHYr6OZMHocVh04RSzGU+iSYaQ6HjOGXcIkfC9ZtfYmvzAS5cvIilpSXdBwIQQtfJxJteidwZ8DdmX0vGpuPKcVfjv+qojL8h8rkRyBL1mBnWwDlZyrEwNxppn7d0havZPwcWGwn9MrcJqY70niGQLIxgex9WodIzgeT7rSandtj2v0y2EWPE4tISirLAdB8IoYbpdff29rG4uISvvfIKLl1+Aru7u7h58ybu3LmDnUc7+OLqNWysr+NmUWA0HuPw4RWcOnUKTz31FL72ta/h/IULCCFiNptjOp1gMtlHPZ+jbQ3NOk0cgNB1qGPQpjIHUt1623bgOMXi0iJeeOFFLB86hPX1dTzcfoTJZILZrMZsPkXT1CpH4eRExEHHy2pzZGQDVpzPUKZ0SFoM9c4nJhxkmnUlMYzMsARUn7mVSm1fybPzKLxMdsqG34U02Tk15rczLxEuChw1gUjrMSVmlGwBCbaXddcrSLPDjOy1lbDw3qMoXZIvmA4UZM4OJm2QeGaaYudlbOeBrn99be/kZyUhLlH6AlUpZ6jTzyq/r/pt84lUoDuf1djc3MK1q1fx1m/ewqdXPkM1KPHMM1/B5UuXcOjQcqpWksm0NNGUWJub61IVli156hNTOR4ZaM4MpoWuTHDZ7xUgo0flgST7GVgHntbqVWTJlLvdAG2OMeCThPKcdDcZELAG6N6mj9qtkxYBUlAn51A4Stlq0IHuTNl0U+3V0geHYZA0XSHmhAt2F+S9rHRuN+LxsnG/BJzvMaes9yBl3QeSB8sxVk7tG4NbdmKvnQ4aO7zQ92iL6X6Y07+NtDLvO1uszFLetcOjTzXn5gUgd8ciiWPNcgUck1cfudx5J1YL4meWyx2ywKQpygT39o524CNljCbYdcxw+vOhB5Klc9KhKgsMqiHqugbHDDpspBdFAWtdF9IkCktCiqJA2+YDIZVTOGJ9YwO/+OUvsbm1pZ5rcr9nszlu3ryBN9/8N9y+fRvnz5/Hiy++iJWVFezv7YI5YjwaYT6b4/3338c//dM/YTKZ4MSJE4gxYmtzE2+++SZ+8pOfYOP+fTAYr7+3n7MRAAAgAElEQVT+fcxrme3a35wGLAwk2+caKgi9e/cOfvrGT3Hjxk1c+fQK/uEf/gHf/e53sLq6iqeffhovPngRGxv38fEnH8Oyb+mwjbh79x7u3L2L7//x97RrWpb/w+2HuHLlCm7fuY1Lly7pwcgguNScYMyexFtld3Tdeu9RRrXQAFT+kEsZkrC0OlaSE2sA/dm20SkJeujJKELRG1mw7tpWxuLFiOFAWGBAkiOvpVxip41hwm5FQaoCRPW+tp14TkowLhTE6OEiizI/D2MHetoeggRXwGQOMQV2Zz6BGozzRBrbu5RehVwGdHYiCEth9iKsjWOhB67UC5dlL4NIRtjBtpZpnzTOgrJnJbN2d3ssjBfRtB1u37qNjz/+HcqywtNPfwVEhNB1aRSpXRlBbDZCFKlHio9B4n+nc+W96sdYqxCefTqY7IA28MB6PWmNeyuLUiYJKFenbE/AcUr45RDLI+VSfDUdYmSAYloLBw/DDGLSoAiF2uiDit5XPnA5STUsBpvzBMCYz+dgJgxHQxw/dgxra2tYW1vDZH8f0+kMH3/yKa5fu4bbt25ja/sh9vf3sbFxH3fv3sH29kNcvvwkFhcXcfToURw9ehTLi4uo6znm81meKa7xre1aWQuRETkgBAIge2Ne1+KtWxS4fPkyLl26iNmsRtt1aJoOk+kEs9k0kT/sCAU5INrM+4CuDQihhVnsRI7oDFDa80M+J5Psg0XiQdx7lnp/AHtGlmQcBB/WwAJYI5XE6xgiQhtU8tCpI0fIyYxKo6SRcA8rK8LoNk2b/IGbRjrPZ7Np8tmU687r3YgkpzFDEiDSuOXVksYlqRYp0eJ1clPWeHoBiEpocPJ5FIs776WKMqhKVFWJQVHKpBhfykx3BY4urS30kusOOzu7uH3rFrYebmF5aRFPf+VpPPvMs1hdPQJrquy6LlUPYoiIXi0RwXomC16QJ3OwIvo40WU7WdjJmDCF7Qt7dpKUu1xePjA9oZcZg5C0AIGtHp+1ZxZY7fC2ubf2PQNKDqRt7KI57LgDhy6VHO3fgZgzrD4g62krssWMsoBs7+1TjT9qkKc0s/EgG5i7nqV+L58npO/L6pIAJSFPxkkZuOxrG/u/k4Ej9PtmVnxQbwdkfykbyQbI4HVHDkEPHQONRCoWTjsyikcdDAzG1KlalqUmAPKsCKZLcqkkqZyuPsuo7GSPhk82PKQdr9rJHY3p1LWD3vM21oIBMMHDpQYURwVIBA9wLvTAcUhlT194jBZEV9htd9jbnaj9gUNRlihcAYZo37gV9tTAWF/cbffCdEoxMm7elDLvj37039H/EvwRQBRx8uQp/MEf/CG+/o1voGsbbD5Yx2hxCadOn8G58+fx+eef40c/+hHu3buHM2fOoAsBd+7cwScff4zNzU0cO3YMR1ePASDs7++haRq9h2JzAcj4Ro6ddJpq4lANhijLgQSawRA7O3t489e/wumzp1FVMheXIfqqyXSK8XiMwysrGA2HOH78BMajRfz2t79VQEY4sXYSzBH7+/v41a/exNtvvYPJbIKN+/cxmU4Ti1RV1YHDWzTO6pDAv8/IWM3DMnMJKJ3+6TPowhp2XZD5s5qsZFZT1nNVybxYm+cKFruZsixg47mkpFkgBqCLDJlP+5jOSu1OKGZWdzQa5UAPB7CDTWsmS6YMHJpmRlnQupujazsQ5WYRG3vHsDnEMgay3yQg8TN3IlqizEQg/v3mQ4ZtNnN6gDhKOGUtnJNJM55BRZH3sHosyn4MKd4BwGAwBKjBZDrF+sYGtra3VRrEqTmudF7K8U4ne3BPD9pjFyL3myc8TK8eA4M4JtNmJB15XjNsiyH+B8SDjkZLPwcc+N+OCL7UhJNyfEmVIEhFIxMB+VotETf9JowA0XXDFtvRi/MwjZqw2V0M2N3bQ+HlgB8MBrA5xzEC0+kUk+kUpicfDoc4cvYsRqMRnnzqSdy4fg0ffPABPvv8KnZ2HmF/sov19Q1sbPwERfGvOHJEpDCvvPISzpw+jYWFRQyHK3DOoa4liZrPpjK2ThnQGKTpxK7D5DyAVERGoyFWjx7FaDRGUQzQhQZ1Pc+d7s6l+ekpYVfLM1nn2aTfyAbuBHRKc2v+/KYHdKxjH43dJRLtrXOJZLEk2Rruui4gaPkzqtdhZInRsTNLqBZt16INMiUtqLSHwfj5z3+Oa1ev4vKlS/jD73wHe3t72Hn0CPNaZD7T6TRN1bFFdUBPaHuQLZmz0rWxo6ZZ7CUayK0ktqyNSIps655TDDB5V91MsQ9N7sgSSU4JiT1Xi0PmTWvd60Xpce7cWVy8cAmXLl3CsWPHUBRF0p2bVE2PW9s92hyVbXQSWWHWdobzYGDXp3tilZOcWAn4lGdJIPLSHGMb0tCulUWNojUPLzJGMA1zlhJV/9AR1G3+QJxYFpAyFQBMK0jgxJaZ7USfcQN0oo3+TDLN5Nylal2S9lAsM9GogBwWAGvOkM/S96Mytk4evEuHiG4CewXt4BRz1YN+ivk+9pgll7PvrOnpWxkgMQ0UgbbtNxGYBZL6lPUyONLgawetLYx+J6xMicjl9KIoJNu0QeW6JwgG8nSusCYIiRV1pMBWSmdOhe9iq+EQlG7xakjM2s5PChjzPclSg365H5DurbIU3Ytz8nuzeY3JZB/7+/tomgoL4wWZhlMUiB2AUp6JgcOgpT301vFsNkMIHVZXj+DixYu9A94CiWXPMjFhbe04XnvtNbz66ms4dvwoHm5toatrlMMRXnjhBezt7eFHP/p/sL6+gffffw8ffPBeYuDAwLFjx/Ctb30L3/zWN9F2LR4+3EaMAQvjMQbVQEX1IWmcmqaWqQmFGLYXRYmnnnoaf/d3f4/pdIZ///cP8MMf/hA///9+ntYJM2MymeCJy5fxyiuv4MiRI/jOd76DBw8e4Oc//yXee+893L59G4NqqMGpw97uLnZ3d3Hy1AksLi7CPM9sfRmAt33Vl3NY0M32W+brac9UPNyEReyAnvOqgMRCJQ7KLCoQTF3HMcK8OkVvWgnwQWY2JZtmJEZPt7slLgZgDVQU2kxgc6z7XnV26Pb/29agAZDA2daqLMtkLN8FmxOrybIjkFNNoK5B6B3oA0c7YwDqmamrRZB+nmytgdQQ4mGNOtxjdUjPK9l3Aia65MEKRhp7Z0C+qiqUZYlWDzMigit7yZZ5tjmxUrHmMUvCTHIAAlqzVjGQzMoaF0XSltqhKky4JKak12ZgvbKSJHpg0BiNdEgL4ygNF8oSGZOLx5MaPVvsPxMZ0mP507fksz3eVZ3WrcbsthP9WFFU0q1L6vSgz9rAWOik6aWu51hcXMLCwgKee+45XLp0CQ8ebOHLW1/i5s3r+Pzza3jw4AEmkwnu37+PX/ziF/jdRx/i9OlTOH/+Ii5duoRz586Jz19VofAOg3aAeT3P7BKL95/Y2MnndURo2w4xTjGbN9jd2QVIR+1x6LF8IgYIIe91mfKFxHzZM0+xmaGadyWM7Lz2XnWBygYrMWGvkZIGZd/FQ7eCaaEjI1nvOW10NPsuRzIrG2CpMDqpUBSlx/7+Pj755FPcunULx4+v4Zvf/CZm0ym21d/Q1pLtL5l1D5FgKYgNpu/lPJnMOfOslWuJbBVXkWyAsm7X1n6MkkR1KrFhvceCQQCrAJo6RpIuTkCxbhq0dYN5PZf10zSiGWYZfTgajbG4uIDl5WUsLS5hMBgixojZfI6g+9j7AlQRPHPSlBtGMjP9tEPSZzdyzMKpEBvI4VU+b+RENMm/Mwon3pZpVrX9bRrGiF6ZFD3wA7k5pl0wIJPLsPr9xDQKRIycNzfAMoPSXgB2gMDusFaU5MFZEOhv/oR8kLuyE/XKOdO30unBSQNatiCSha9anNy1RalTkiFsAPWYVx9lUR7IlLlXetQA7xJwjAm0inYQPSbFHlr2vTMrE7u3ngBim2CJnMUb8tMvs6oRj8KyB5SE1ZCtqGCUBPyFaIc4pc1hUgOOgCOvB3gunafFSHKdYGESQowIrZjkJld/Vs2ZXqiA27yO7J6L6FsM41vuMJvM0cxlggHYNKI+L35An5EsaKfThTiyuvQHTKdTDIcD/OVf/gVef/11maajKvyukwM3qOVEWZYYDodYXl7GYDDA1sNt7O7uIXQBxfYjLC8v47XXXsOJE2v45JOP8dvfvoN76/cAAKurx3DxwmXVMT2Jo0ePYLI/wWAwxpnTp7G8tIjz58+hrmuxvAkRs6ZBOShx6vRJFKXHhQsX4H2B+XyO559/Dn//938HIsa1a1fxcHsrJXTee5w6dQrf/va38dxzz6FuGhw7ehT/23/+zxiPF/HGG29gc3MzrUkTOZ85exr/9b/8F7z04ksgsOovxdLCkZNtoCyyczoVA6ym2h4h1GktCZDr5FCPAYPhAGXp0tSKosidl5ld7FtOWRd5h6YR7Zj9XllWIKdTioDkK1qWA+lA1UkxZgqfJ1rkTJpZxs+VOjpM4gb3gjunmCAHirINuqw9Ofiy1D3pUuyThh3VWjES+AAJ2GTqabKZUgC2kp+AI2j1QgBgsqkhtQdS0AginQ0rBtjeG/iV6GxdxABAUde+JhYxBMym+5jPZgD0s1nVRG2aTH/lyMrvnPgAZw1SvaQhcETspFmDAZUtZABppekExPXgdoUXcT5b6Qypc92AMig3tIBZu8WtMzqTC1AgSCnGWpKe6h0J1Espn9P37d81GqZnR2QaZKseaXmSJb51gRHnszQ4wIgJ+/3BYAAxu+8wm4nLwnQ6wXg8xsJ4jPNnzuD0qZN45eWX8XB7Gzdv3sSnV67giy+uYmPjPu6tr+PB5hY+/+I6Dr3zLo4eXcXZs2dw+uQpnDp9BseOHkU1qNA0Deq6Rl236NomNwESIRIJYxwCQDL5iw10G3OsE1W6CKhhRgaNpFZOvcaSxMgpUIKORGR7tqnxpgfK9VnaunFp/Wiak0q8ff9MZRWIEpmQkzICIF6G4/ECyrLErdu3sbW1hd3dfdy9t47NBw9QVSXarkFbS2OoDDNwcjaRNu9SBEWRvXln0++kkuBd1jY6Bynr67mkVWjAO5DzsCZYY/7lQ4sEzPys+/fk8U5sIe8IcC4x4jHkMYwij+k0KcpaRDvbu05GOzI0cYaTyqbL7gXek5Cm/Wsx4NsDkgTAHnkqT8N6OkgJn2ggT18LIMcCHHWl6IvpsPlUxs0HfoAIbBHzPNnMgGVYCOSySdbx5c1LjFQuENbBBsdb147eYMKBhZxAWXpN0t8DHBwUYSlajkk/aVpH8wLrl9+hWYB1XZFzGrhcCkQ56Gnw9ZRpBTZA29M89qh+Y8HsPllGbp8lRk6aEmFLfG9jqe6MzOPJmEJjYTM7lF87a7JMK5XunfPpszORGijn+xqVLkdRJG0LFQKAy7JAocLgTifCGKiUSRO2+owR0NVEHtzrOLcO8sgBoZPRRmWpc1s7ycLIiW1BWZVY9A5VWaEopUGma7LVSlHImLy2lfmdzuX5xjEIcGRmrK2tYTweYzAYpoxMxk2JlsSaaWw02M7ODmbzmRySRNjf30cIAYuLi3j++edx/vx5PPvVr+Lh1hZCjFgYL+DI4SMYjYUpmM5mADOWl5fw9W98HV3b4fSZ05hMJmiaWrLN+RyrR47gL/78z7E/meDc2XMYDivcvHkNCwtLePbZZ/G3f/s32NjYQNsGNE2dyrwrK4dw/twFEHk8eLAJRw5nz53Hn/7pn+LYsWPiCTmfI4QOVSlWIEeOHMbLL7+MwaDCzqNHmrHadAmvgELkFOIBqlpkDUDWCc6UZQAxNohBuk9dVQKQsZH21Wer2rbBbDbXxhif9putFWOfxKTaJBYqcVENUghmGp4ZRGHeZV0VvkDSsZGsXYr6syy+oz1fBVgTtLGCxpoIWHWo20Y1VgfjYaoSOMgeiknlp8linqpkLgFEJrR3IBshqFrxgMy4pAlXURrEWL9HIGlo6Noe26cxwwvIjZERfUDTSpk6xIDlpUUsLixqLAXI5w55VubSRjnauLIEsojAIVc2LNY4EJydJ4lJ6ekZ06Gp54S6S0jDk0fsgXEiSpp0+30jFY1MIEIyhGZlVH1h02YAGyiQmiPs/TVuR7M6MWaTkDS9j3958mkAAhEkuewkuXRkia/4I0b2GI2GICpEj9i0mM/n2N+fYHd3B8PBEKPBUMeYjnH61CkcOXIEFy+cx/pL93H9xk387qPf4caNG3jw4AHu39/A9WseX3zxBY6uruL8hQt45itfwcmTJzAejzEcjjAcjsTSp6lFnxhDAshBn40QQGKd0nZBgQAQQs9CTbuWEa0MzWntWfmUkME+TEur7JRsi5jObSkjywMR3aNLBvBN06JpWsTI8Lq3hLU0va7hCJdGHQKc5j6L/rvAvG7w6adXcPfuXUynU2xsrOPatWu4dPEiHBzmdS0TjBSUdaEFh5j2a6oq2MPW9/TKTHo1zLbxpuYAQMxgTegEWNEBwCmvrZItwyzcxxa95AWmqeyNCKQMEAWUFspWhiRH6Mcfr5IRAebab6Ib3Ok1CWkTe69rBgQiGzFvVtsDViW1jnlI/pZsAEnjpCSfQJGaWCyG26iDfpBE9uUEpx9MAYZTUJEswcK+fkMeECiLUe1YUDrY3ks/QWrIKaxr1lgCRhK2ykMy0CMLQFC1HAE2hsgYzH5pm5kBx5qF52v3KuBWqiBlXbCOM2QRe/pv4/F6n8MCsmgvc1bs1Puwr7cIIaJrs06lz84kFpOyUN/r/e1LDNKD1wPBKGwAqaMuZXQs7AFxBNilw9KA5+9nSHqkco9Z0J8JqvcC2VqQ5hXvi9QVb8DBpA7p97R0QLBSo7BQ81mtc0glKOfNRAe8Do1Na+oW83kNhjBWw+EwdU+KDqQFEbC3t9e7jt+/d6nkbSyPTvjw3iPEoKBPhOvD4RBPPvEU4qWYWKzQBTRtjbqpMZ/P5Lqdw+nTpxPInUwmMv4tMqazGaqyxDPPPANmaTyp6xpbDzexs7ODxcVDOHfuHM6ePYsYVYPptITDjNBFbNy/n2Z7tyHg0KFD+NYf/AFCkAaRtm1RFgUGwwFsBvT29g7m8xlsgogYxMszEz1inoZg3XpWVraMVp4Faxe06RiFCezbacmaLhG0ND+byX0ZDCpYSdmalAS0N2jbgMIH8TMl8zyVkNNqtl2Wpa7Z2FsfAiYcOzXX5WTNJXFG57MqrrSgbHHNWGxniVWQ8ZNMSJKL7IwgsSdyRKhNA6aWYwxh2fR/A9l5AQ7SJWxbq7fXYrTpXZytM4j0fhcws34b42hskjAlERzl8O68R13P4ZzHubPnsHJoBWtrx5XFlM9gwN+an2CHgoZgm7ZkVliA3QM9HEPuJrcvA4y+/28xgpPERllYRzLBxao76uaRplL09if1wKDtTwGakmgyevZeRAf+ZLkSUim+DxTt9w5+ZQkOwUqsJQil2kRpk4SPaLoabdugUiYyaLzrM3xd22KytwdA5ALD8Rij0Rgrhw5hdXVV9veZM7j6xTXc33yA3Z1H2Nx8gK2H29jefoT1jXXcvvUlTp48iZXDh3H58mU8cfky1k6sgZnRzFvM5jPM27lUM+oGXbD57Zqcxw6lNYlZwkHQXoPsaECqYZVELICjySl80iwaqyzG/jKkwbBAkl84l5KQUhvcQKK3Q2eOAZamCZPel5wERLSN+G0Wes2OHKqqwnQ2x60vb2Fzc0u72/fw5a1bOH/uHBYXFjGZzTBrpqDIYGKEtm+sDknILDOShQFjrvvd26z4gbteIqTJqpofyu+yAkaz/RMeCc55gKSRL2gsZRI7Q6P4WIG2dar3qzF5vyAl4sxid1iUMqoxd09r5VFlPMKE50Ssn/CR4haJRdoABOR9x/33z0k18PuSvELuZ0zf0LgqP6Sok1wuLyBtbihSNppTABTBZllHBIYImKE6IxhzqG/AlqfnjW9tKPIw5XUzCLXtbQxfj3lTEJmMQln0HURmaOoQOdf8RVxuN1uDXa9b+gB4gnWQ2u9LRkFMqTwEzqDSkL4BnvyQ7Q7nUr6VgQtfwhqVUjYOXcSkGzZGCbRpk7MyKBIYQzzY8Qogz7J0eYwbB9FgwCsroLOpLftn9PWIkgHKVJNSjbazQJ11kdkGJGelTnkOVhYzt36zgHAaMFgZra7r0DYh/bzotJDWWdfF5InoAJ0/3M+W8uxtV0qwE7G1PLO6FgCZTuWU8fpUrgtRNrqwXMJemf0Cx4i6bdBsP5RM0+WyinkyZpNa2w15AzZNIyyFfr9p5ujaNm1260zmCNRtjabehKbEWn6RqSXEUpJqO5mxylFEy12QMVRFWaCoKozGC6hCpweYefmFBApDJ+xqjBGj0UgBXkygwQKMJRWixSxgh4+sDWFsm3YOcpw6yLuuk8/WA+j2XuJtapIWiSsR0M7IWva7Z5SVNCX0kwTTeVkpvF/xkGDacxiACO0tY7a9Zvu664RJEv2RgGBiRgd5VqTX5AsPUquix4NoCBGhadCGTkGMRyxkP5Ga4Eso0sNSAT+RMHH95i2QdGMy9HPAqaWH+qqGLq8tjXnidiDdm7bfQuhQNzKL/IknnkDQhEKqH5pgM+k6ZxRVAa+6JdLD1eKn2apY8mdxKYIR0KsvcV4TtvD7JTbbn7J3XWYWVWNHpA1ACWBLzHSks3LBUo71wgaL4byeG9qImVhjY0BZG2NACTCTczoqEOmUOYgftaJGDqACReFSkuO8Q8cRVVWBuUCcRcyaKebNXOODMjZqEm9uI6yslcg4OsymU+yXJUYLY4wXFvDcc1/Fk088gelkgq2HW7h67Ro+/uRTbGzcx+7uI3x65QqufPY5BoMBnn32WUwmE1y4cBHj8QKWlpawfOgQht0Ys9kU08kE08lU2b0WkYNIc6hUcChkCSKD06g+hnOSPIrnKxBjhy4SxAkpuxN0neiixf+wgHMxnWVdlDM0sshfmAOoC6l0WlUFgssNVyKHEvsu56TiKMAUUtF0QOkkaXdwKH2JevYIDx48wP7+PpgZ0+kM9+/fR4gBw/ESSu8wCS1qzgmsSVnatk2VKl+WKEudGpYcVDjHCnDar07PGbGEY8UZOAAmbd8YeK6qAagosx0bC2gkJW8YjDYoG1nIFNbH95CkMEgJCTHQsZ63LOXt6GVdM4ksQRacA9iDo4OqeuR9FbASk5ToSRp9I1tZHAnPSRXVYnQ6yVKcAtiaY6xskUGjIFn1USIgQku/SlnbJj3wRZntC706vWXcFrhtcopPwTi/p7A8Lh3YXbQuziKDWwOwMFNRpxYRIXU4yQ2zLlsVyAYJYN71y8FyM6zMa5NWBBFqQHcJysJMxLNGR20f7JCMGRz4QjuKqd+FDeSmHCsrOx2/xalsxACUgJCsW/VPhfr9OXJgBFBEXpA9sJsaHjTryF2RbXrGItLtUFApVX7KHolmnyJl3U6moMSIAQ2UWVHvPhX7WomPnNn1IB/QIQvJrfQhNH+hthdSNo3RrHvydAZfOJRlha5r0bQdnHeoeqbHvvAYjoay7rQ725qbRHPmExNgp1qIwbiFrHUCgdtWDiiX/TctexNQHvW+RWR3RnmOpvuV3EA7znVxke4JCUR5rVijRFHqYWj3haSJJGqyEaDTcEjfgaUMZxmtV5Pvpm1kegqzkeSQkZ7Qw8zG0gHN/8/Wm3bZcSRZYtfcPSLeyw2ZCSQ2AiAIEOBSLIJTRVYvI33onvkFo3Mk/UlJnzXTGvUyremj6S42ixtIgtj3hcgEMvO9iPBFH2zxeBxln2qSQObLWNzNza7de00Qvsoz5Ss1Xz5ShwIv+0/94wZBObkNxdY33hJC5u72ZuEyLUDUzqnveyyOF/AhYG1tDiLCcslt7Fk34+Ir8aGjgjilJDDi29n6jjED4FbYKEk2d1G8tXmI1DR70joShTtp10LedRQlN8AopYe357MiHEK2FqkeevoMUeqECD2UoLHUscWV7g9D/rxHExpBLzn+kIO9VxW1hNCsoGWa1E2fc9/38L5B13UyEShImzvyGtKxmxKvCskUCUnAUITzqAifdHOyJLpF1je3ItVSRZJEAxX4+ur8ZYlBEmsVIfYuQI0dmhAscbaRg86hKHotIh+NsSs0Hf39U54ZCGymLQni5HDWCVzTz9F3Iltt5c/HcURKGW3TwDmPZgxYEMkEGBmfKYkwtxL5rnXP6XXmlLCICcthwNvDI8y6GWbzOXZ3d3Dm7Bm8d+UKPvzwIzx89Ag/3/4Z9+/dx7GIP7755mvcuXMbs9katra28Nlnn+HKlSs4sX0CGxvrOHXqFMatiOPjYyyXS4xjL4IuvZcsgNdUJEqmmAaYj8x+rVxsjjZtx5mwr/WNgXbeB3Rdhy4nLBZLDMveaFejnAteqSWTbpvFaD1HZJ+UxImTCbJQ0HY8DnbZ9+jVfQFc4L198wY5Z8zmM3SzGQAS/jUhiLCNOx5LjELPCSQdCwFmfu3QwDzWKMiiCHSlhcvCGV7vXkcYCj+xAHAhYL6+BuebCVBT/TIZiGOagDb3FegpuWoNmC5BTK/J1RmkjBHKLyVIR6DUWKJeuErZE+xBtqPGq7oXSlHgSYvSaqO2KmCqdoClZIQiBxFoNRE0BMkgU/5QRVCySL0VfdWEEfJ5MTNJ11HDSEtJ0OHiJAei9vqLWDoo/4i5DU7a2RJ0XZ1mUDl+UtVHqX8JkqdL8HLCBxBiN4s9aGWRFEk4lIit1TzJ56mLP+SaS1GVURauQOVcwgKWogJ63wDgIZPeAGhAlTYtwVpftrGEg2JWClL1kheyPUZpx1RkoB5EtWWk/M0YI8bCHBz++1YWHGRBc5KoLYykgbUkFAK6WWfqTEM/8yq3adqmnCp2p6pdcjUZYHS6DmK3pIqyJCgRHbWYzaVdokbAQvDXdpSOaSSIutd75oLlBAqiuNV1Dq2yddHXAqHkqhJmbzNA5NumiG6aIPTJvFAAACAASURBVBm9nt7VUmGqRqwBgX9/GtXLMNSf1ZZ/ygCiVbKlAGmUVkYIIOcBVe7JZzsX0DUOY+F7nokSeblYoB96EAWe/ISMceBDb3NzA00TLGloQmvWNmwdsRTUs5VDodImsqHZTmYB10Kn61pWRDeZ1eLjCO9rsNH1GIQ72/e9TDmKUI9Q5tGyf6Ne32prsRZFqkRPySMltoqq69qLgjOwrUosCJ5RPxQx/UXhhFpmrxIYKWqaBkVsLpxzcG1rh9c0MTMErQDkA1opgKD7rjACzAgHU4FY9ON4f5XqZedEMepdMAyPVdpykMq1alxCEZRVFNAlJ0R7LkHuvYN3HovlAjknrK1vghxPlgpNhm8c++VJ4ScNCxbuOGmfSVs/lwwfdJpUPURsnROp/tCCWwFVJebkUHZuVcTosmPZ7hTxkDa4AgIZhZMfAM3kwFVKEjJAXjtfUpx5VaNDEtoCyGQuPq84lawq+5rIc7yOICQcH/NaUINqLUqbpkFoq6ctOULbiOPDGKHHusZnTbQJ7EKhAy7GuMRy2aNdLLCYz7E2n6HtWly4+A4uvXsJf/6Xf46xH/DLq1f4P//jf8R3332Ho6MF3r49wtOnT/HixQtsb29j7/QpfPKbT/C73/0ee3t72N3dZduuoyMcHh7i+Jg9DQEgSyKhI4WdPDvtDmkBDigvXQyxiZAyD2TgedyNfU8IARgyAhwieFCI807QZUbyUq7djnayr2xda+HvHVyQEZyJxS5sq+Vx8OZA7M34a7FY4N79B7j5ww/Y2t5CN5+j6VqoqI/b5lKoeI9u1sGHgMavnlO6pnX/eCkA1LqLRZsRgdghApm7X0FpQ/p9hRClG+QKOxBwHGPebELVcoTGwweyolvXHw89UJSc0FILdSKwtSoIoiaXipCqypsVj1ldhQDlBwsvh4GFsQJcHvw5JNSzzGJX25d65hALYGPOCMhlkqBN9jAAdQ+3hIbIKJBFU9lSYM3xaeLJ9Et4OMASIhIEQw2oBe2UH10JMEQVqSKuHKfKZyeJrW1+vR69dk1icuIEZ9LWBvCrgwDGiVSks6IIzM0peZoYa2vXW8AjTFrwchU5TW1MGLHUh6SBzXgVhccz6kHjxQePeYSKejpRaMJ+n3lUYjKm0SnpWDzJUgJ00RXx6yLmPHlH0vbV5Jd/NssCzDkjOI+wvl4rMwDF87uMY4GKE5Qvq21B5xRZ9FYFTZNJfcckvAw+JLSaqz5/TdOgAZBDgxQjhmFcWS96EHHS0EDV5uollsRLUMUHU05nnFiUDIMe9AEE5tRpVsm0B1nmWmTI6tWqrBR+T144lhxMWMwzDENdy5YiTN9drgcMQVCMIvNmWVwyDJxwec/2PV3XQg2hnWNLDjNrlrbcYnGM5WKJVqwwVP25v3+AOI5oGlaGApiMA3Qr7eAVYrYP1jEIgeepzudzzOdzbi+6ABwfYxGj7FdBOlz12JzP52jCDClHhKCJqJPEkvmQ+hXHhHEcAALGIa6YSjvh6Shq4IWT5UTtr/tPJoRyoiuWJI6CcPjqfZnRNJQkLrGiFEuOVkQyikxL/cEG9oRUEiPkQw/kgrZrJXGWEZ5Rka9VM/Ssk4QAW5+8R70lR1loJk72Pa/Dynl2LmBtbR3Hh4f47ttv8Xp/H1988Qec2jvFrciRXSoSlOdYE85C6vdH8CQFRgGCcqHIIU9a1rqES2EXjiKJFagW+ZrM255TVEUPMUn+9Frs3YroQHl7TcPF5igz7qFxiJgOVVCMN+1I/YB5/+WSkIuqTgOfByK+sg4VIDO7Cxdt+u+Rp7boO+FkI2HsBzjiOe3eORbeOYdFZIDEO3GJiBHeOXaaCA0oRsSoU3KyzZ9Oke3DQmAEb319Heub69jd3sbe3h6897hx4wbeHLzB3bt38S9//Bc8f/4Mz549w4MH9/H08VPcvnUbZ8/zeMNz585jfWMdG5vrmM1mWCyORfUtM9xXUHR+FoYOFxVPFbNaIkgeAKWp8Osfx5E9E5eD7QWRXsjMc0lEVyl8qLQPmRRELN6BrGd19Zitr2NtPsfx0RFu3vwer1//YudnjBEvXrzEn/70Na5evYpTJ0+hbTvkmEQclC2hamUilvNeUDzpEAnCL7IX5jkTC21zYnPt4Lyplq0okUSbZBE6sS1MacTR8TG8C2J5lkyUoyNMyWK2Cg2ZtsMeqwCoFtuKfCs4we+M97rag3G3QM4lQTeRmRs9tb0rwOTdZzgHUHEwvrDsB44pXLgFoY1o10G/gh6Exbx6IFWkoHk5i2qr/h1nw/zAOEvmbUClquCIuOJwZurNAYVkh5JTXtqk5SAHqdnDQFGbivAQpvlpRQ91IWuCywDglOuiX2X1e+WelDOkqiLlB0ADuP00f+7/XwU93RT2slZ+lyCE9jJrVVzvpyZVWbijLK/3gojpbHBOyOtzU+h5gtaQBgEx9i7cDlqxRykVGVNEwRBeEQ9pK71aQMDa/cNQVqp2PYSU08a/n6siL1xKrXz0OekBrFM0XCAmnTfssK+jKEGEKEkpH8TeKmXmrghHlIoELd0oxapKFTrou9T1wYFI5nxLS1W9DqeJFMDB0ha6POv6visdgxOaqdG8FkN55TmToliG5nDQHccBSZD7pKR1eZ6AWufo50ZDRYPMmh2l6PDeidG2tndFBCMKZUZVqm2O/vuUQ6rIQpHWCRdZjVEO9P20bYMY2T4kF55ElCdotHKA5rNGBCVlJUmdzlUGZCpNjEabACm5XkzIG/7cYRgtGLP6OqNAJuQQSVJSRDwAVMN/fo/sSxfgQkCQ6UsFmtAQnHRBKE912YpSFdmX+rx43acU4cCmy03TyHpMhhAQTdZO4UpfDwpDs3iRciJTiqHspUxiojyXIijS+to6FkdHuHfvPh4+foQPP/oI58+fwyjGwSgc81eEA7IfeEoKx/9MDpRKjXeTotsilnDXCWSJe0EBYrG9M90XUtPZ+7YgWeoZo4WkPn/n2PxfW736AnQgEKCijQJPOgCChYnJQjzHVoJEYUmOdLqMXmMaE4ZhBDLQtS2apkXbNZjNuomAjk2sg+fuRpHiNBN7ATdB7GByRpKkQxEkLqLBCCjIfA85ceLPXi6XODo6QnPAE7Tm8zWcOXMGZ8+eRUpJLL9O4s7d+3j+/Dl++eUV7t+/j0cPH2G+NsO58+dw6dJlnD13BnunT+PShUvY2trC1tYm1Dmi73tLWmtcyQZk5MxFZi1mpaOVE5Z9D+p72WsRx8c84nBjYwPz+dzOA8EhpM2bV2Kk2lA5QfhsYMdkEkrbNJjN5sg54/79e7h583scHBzUfIEIi8UCd27fwbMnz3By9yTarsMoFByOJRVN1GlaGQytO1/gEcBQlpy5grIzJ5gHTTQhoJvPTH2epcAaR/VNZEQxoyDHgnEYjM+pRRUmybiTZA95FcAa4yBnm4ixBKjSMwzQKUoKdmUDe0gcMKyDVcjAO952tUDiTSh6FAhVQdroBgbKvzpi9FG54OSYJxmgKJ+gJHIZIJAyq1aSIoiZKxVjOhr64mSjFk3cSPXTXOEDXCFrhWj7HgJaUl1UllTo/4qFSfkcgNhMTWwFJuTS+ngYPbAFK2gdrfKVNHmqCVWxal+vWX+1Jrf6u0heiDgLrlyzfY8EN/5MSRikctFRWTyDtrak4QiUaSVhiYUtEtSjaupxxpeoCis10uWWu5PqgfShoFYeKbEamSSA84bW5GpyMEGeS5ZAoKoxIe3r82P0iLkZfd8b15UI3HLNdWOuPCsSKwPPAd5PxFQxRrFpSOaYH0JA8apcS6iAc7YCRyfWcLsFciCCEy/yhiI5z2RgvU/vGy4ivIzg0yKBqtq9Tgzi5+s9B45xHBFThIMHcx/5M3XcnpLoGc0hUeQVCcI6+aegaRxydIhDQnScfDXdDCFUZICTe2GoCKeR58B6mX1NWCOgzOdoQ4Ou7eCDx9raGrdS44BAwRI/XWtN0xiCPEUneImQJWZNowhaEq4j5OcZNRkjI4VugjpxwVOg/mq6tu25SiuQifhse9LKnOzRq+1S5V7yPgZQ+FmEwChzTAk5lkmVKeiCzikuBMoOyMqTJsAR/zxajn9RE+TaTpKHIO+QA1dKrKDldiYjdQWMbgZpm/MelcPExEGVbyclFUrhdQMSIZQcouM4rKA0JDFWi1cuAhMcAbOuRdO1Jtxrmw5tN8NyuVzZ+8AqHSEqf1E3UynITtBUuR8VKFmhITHC7Nkcx+Kp7GQalwsKz54WAEKt2cg7M1o2/lnhAtCLRZm28sjxGaLt1iKJp3cOwfFoSIh1kxbHUuFbO1vXmxeFNoMkQIxMayIwTaRtg62/5ZKnCaWskz14PfPc5zoIg5xDIQc4Nq0mByQQKCnfXGgfmf1GGa2ShFtjSBw5fmROSheOPU7n8w6XLl3CmTNn8eTpU9y/fx8//fQjHj54hOWyx/HxEe7evY87d+5hc3MD58+fw40bn+HChQs4eXIX29vb2N3dBRHZmM/jxRH6oWcxmSLBuSCO3LpWugF3JEYAg8ULFo2Q7ZO2bSWORbGi07RiYt+HwgxzBSRQzATbYSLE7Tq08xneHL3Bj7d+xLNnz8X8XMEpLvZfvnyFe/ce4J0LF9A2DfoQmBdchP5GQCaC0r5z1iEYiog7rV2kOGGXAkceXkCNEBoxQY8TMAsCAqmgjGyEqwaeKirTaVN8zilHXYGZoiDVxCeS47tyHLWjVs9653TkpxYkCcUVazkXmwincZDkHCYgs01eRO1EgoJQ74ACcYSRNWgpkFxb+O82dYH9t4VcWrWRKShmW6GLrABmt6Pmt6UUZIJsduVKiklGKUISlRcg2UWR5Gwa3Aqn17XSkDZALgXkPUzfR5CEtCZ39R74ujRb1QqrcGZp92ytT2gSbeEPmATUAhmVh3ro6c8DNXHWX2j/CqVqk1UBpWSu7qGVOK1U5fosSJBcTYiNcwrY3/N0joTjY7Y+aRquXiC2GxwMFAmoSJcmsHx46aFWERUGOjRZRkUHnUfTOGmxtBbkQ/AYR02OMyPP0jbQxMeSa3DhEpwHPCdliuIQWEQy9NGmVqj/IlFnB5ZzdeanoqJQlEE2tyEz0PtUpBZ1bRZIYlotOQydrfHA2g8xRowpoWs7UT5PKAhwtTAQSws4wMOjFE4mQmCFqE5VGQcO1iwCAHMBI7c32rZFSUU4S1EQYthK9SFg5hj1KyImcUQILbdhQ8PooM2HTs7uRQ9gfZam+KWqrO/7JbiA4FZsjI0VKKDaljRul1l9VMSJiM3etd2iRU+StguAiY2SJpzBAqMqa4lYUFOExP3mzRt477C1tYmmaaWNTRjGYXWdq3hCKtEC/f3JfP+420IS1DkR13VVC4eKVKFILMjVskRHcjZNA6dBXfmwuRZO2gp00OBcrIDmWOfMvqaidBw/dO1Pr4v3qCJsIioSpwAtxLTdyGsh2EFHgLXjiASPcCoaSkiZTaiXyyU2NjcxEyRHY65OqoJ8jo7EnhaIOavtUL0WTRYLyO5BnRsssU3q8cggAq9NgPxk5rkTAj9BELNRkryJ+wWvBui0KUbAm9XCQJEXKPcvyfzjBSffVKd5TRPQ0DSWjPA5l43HzwmATgCSGOJ5TzJCChGC6lrld8+OIIRx5PGBi6W3Vvb777+P69ev49NPf4uHDx7i6OgYjx4/wk8//YRHj9jr8ObNH3Dv3gNsbGzg9OlTuHbtOj768ENcuHgRe3t7OHnyJN68fYOjoyMcHR7heHHMs+VLtnWYEyN0HJPlCRYeNKEovw/ezqFpi286oYX/x0vcQbo43qPvB7x98xbDOPCUra5BjDxYwHmHZw+f4eefb4NzyZkgfYS1NZ62FWPCzR9u4uy5M7hy5T2mOaXqi2rT27KCJToqM9W94qqLB58lIoTJmQU5cvbLEWKWYAAm4AmvAe8Jo3hsaufAzlOs2gsqDxwAmpzhEhebwXuJvSLMKXzeT6A2/m/Jl/Q8rxqOeo6XyfdrfqGFr/Y8p3tXt0DRGD7JCa37lHLSLAQg8RpCTSL1o6ZZLiOOksi5iuwVJ9y8zKa2mtwVB5TCyadm2kUCXBHUzkyi9bAuq16GesBoC51JpACKzNiW0GcJINirSit8yxgt2eXEhwSi1kChgW765eyh6rORDSUoIwdOxQzIDif9XE1cKuSsCI6gtxZoAIIHcg2cev/8DPg7Uswye5aMqzimKMKTBovFEs+ePcMwjmi6FqEJxtHkz3FW/XivZryixioMYVWklJGwGKO8m1otlQIE14hJuLahE+Cqglf9pbQi04R42s4HCE6sjRw0Ua2JLAcoQoGX59lIsGbhlZNnUTJP14GDqUnz5N0L2s/onefPZeWtTq6p1hkpOSuGbA06pTOo6KVgueTDZHNzUwKdDLiXFjTXbFV56oIDFSeoeuWOOM/JgxMDWz6QSWrGJFuUSdUscCk8ZqwocsvPv2mYT3d4/Ba//PIKzhG2d3YQhGuqE0gYjWGRUGg82qZFP1T1riIIIajynRXNbFDPayNFRhWCtHHVc7Xvl+iHnitw38AHfj9cMIijAipimFPBMERoG1d5WI0oWEsRJbtch66dcRyxXPRIKdu0Duc9Qmigc+QxagDVGbgczMjxM82lqhX5+7QVyrEoCFLK7gSraIAlDs6j62Zs8RECKHoE4utvfDAj5CKJqbY6G+VdWbtaYq7GVnnnzWRWeRafUYFy61RZ51ASm4YvhU/bNC0AwnK5kFngmqgBoW3hM8cgjS1qXaajEIs6NkhMS6lSVfS5WEAkTQRroqhAgr7n6cHD+1Wjdo032g6EF/GGxHstmhUtNJ5jqKCBiSq1hUcwu58pMCB3zSrptsXJk7tYW1/nhJNHKUkSJKp9ihYnnXOTREA4ek2DtbU1tG1rXOYYx3pwJ+YyUtMiNA2KK/CF25tOKRjjgDj2wrlk9bwjwjD2cNkhjszvxeCwXC6xWCywsVxibW0NG+vruH79Grz3+Oj4Q9y48Snu3buH7767iZ9++hFHR8d49uwZXrx4hgf3H+CP//xH7J46iS+++AKffvoJtra2cOLECcxncxweHeKtJJFcnBaUGBGaDiG0zCG3eMjvhFXYvBCGYSmFmCT6IDQhmLdpznIfVqwDkJg3n8+xubmFbtYhxgGz+QwHBwf44ccf8fTZM7z77rs4PDzCkydP0TQOH3xwHRcvXsKXX/4rbv38M06f2cOpvVPomkb8DkngcgKjt+o/O4r9ULDY6dTnUri2BVy0DyIsDP0ghb4Wrow283LS/aoThQInqeOIOCnGNS9R8KUWxrwGgs/SeXS2n+w5apcvwxBI7YgQMaigoi8qqv3gNah5iYI4OalgVwpk2YtFh7QAUFEwFbHKQs1HUFARR6eZK1WVDlc99XDH5KaLIDVIArBnadV6TFA5icGFYfmk1UuRdqKiiK6iT3yyKwwMKcCF8OyyZbK2KRWdKpJgaMudIU9Rrq7ENz4IBIHTv+BgXV30M1i0USAcuMwka6AiNBrUQNrq1Exdk9va4gS4fRZTMgXxZCr5JKjpwS4mzLKg+cBSW5GqKAa44hnHHie2TmBvbw9ffvklvv32G/zZn/8BWye20bQdxnFgGxCSo1s+z3tJcOU5Y2LVALUhKgUlFiHoS5sHBSQjm4BiFT6ooAEfOgrbE2l7mAS5dFVJXbiaiilZEkeOW5bcRmUCesp1Rvh08sgwDkhpkmhqbZALEvEBzUPjdYNkeO/QdXM4Ao4TB8e2nYEIGPrRDjhW5U0qMUECOCkR5BwEIg+QR85k60jV5oreQCtB4fyq52ROAIn9lB4wSb7Xu4BZ5+Bc5GAne4L5L7UFwUVehnfM49H26XLZMwKYMtBU/pwq4qkUTvQBW+ujeEumlBB8A996ZMf3EkeZjxoCuokwzJTsKWFxzGbEpRTmWgaP0NBK4lDkcNTrWTGpB6EJIpYRBXgcE09ugFspOkIIaLuCFCPm8w6zeYfZrEXwTEznwzaB5GAz1BgEKl4svJjADkGpbNa6rDPvPBPnbZ/Lu1GqSa5zrb1nP0QEjhHs9ymqeCQuclUwRFNhnCZ/xJmsxCOS9+KbBq2Q1DkBHCXK1PjjiJPIlBIWyyV8aHDmzBkcHx+ja1vEOHDrX4pcT0BEQkzM13XyXp1vQGDObIqVh5ZihCfC5vo6Yp6j6zoQZHQqJhxWr9ZMUhRD938Wf89otIUpWqeHltJnnCA/PJCK1ypbfWVM2/yGZDux7pFryiVzUiZojB6qas9SMlvGOcfoXde1JryqhRCr4X2QrZYBwCN4ptI4zxy/EBrMujmatkUcIoaxl33BDhTjOGIYB0OXFAgAMaHFoA6JNfOuw/rGOkrJeHt4jLhgzl7TBCsaF4sF+r7Hm4M38CKwms1nPJzg2jVce/99fPLJJzLa8Clufn8Td+7cxsuXL/H06TOE2w2ePn2Kr776CufPn8O1a+/j2vvv4/TeaWzvRLw5OMDbt2+xWCwxSsu6JvCk3gQAnKisW4l50fazqpNJxJi1++KArNxvAnmP+doaggBPsefpSMOyx4+3buFPX/0JzhF+/7vfYX9/H32/xJs3+zi5u4t/99d/DULB3/7t3+Lpkyd4/vw5zp89W4t9KLhCSDkijQNSSWhcg+AbKP3Bi/l5ylH8PhlpTjLVjhMHpjOMYwJRZmGqFLUAcx+pFPi2Q9t2DLhMvHqhcV+1CST0PqGIrFKCyiS5U6SxIBc+00gQ0KkgFc4BjlXZKWXhmWexeBN6W1aSoNyW1quligCZBiPJrZNEtCTJq/g6AjSB0ERKA7tmbXwb9u9ZKm+d/ayNV8to9eblR1Vlaly7yTQCbk9k+xzIDNYyCayqKffOGdSsaKikr1K2CJKXVQkpo4IEsTJ7iKKt8zpaMadk/oKgqiCXnKluGq3uUStxSMVRM3WuctVAlD+j2pmAKi+pTD5LFxIvmmnrWwOLvtxfWZUIejT0A7a2tnDx4kWE4HHv3l3s7+/j1N5pbGxu4PDoCHEYEJpQVfT6euUanPgFuYnqupQC0rFNky8mNTeCRujg9IqoKFeG3ORZAdYyYoPfZMhAkeq+MK64ikoKIqvtS0ILNXTnpBqyRrygqxys84T8rcblNhHBaXHDh85sNmOLiXIsLQZn66DWIHlFxU5EmM95GkTTdODAwAepbgECLMnQsXK61lSsEeQXxHHE8fGxfX4Ira0HVZ06aqAKfSKACsn4R6EwCALZdi22trYAsOVLKSrqgfisQfie4kogCamOCotjRB8HqAF1kYPbRoQ11WLJC/o6DAMWy6WNIWQhUha3gAklpqigKov9ib5rZ3tAk7aYRI0OMq6VFilEhK5rkYLHsl8Kj1TaUTGZ2l1dBLIQnBUxYJRdZ8ZXQca0RWpIILSIg7y7JC1MRUfFRBsajCUBzILOT+pU59W829cDzrEDhSWMWP1Sqw29Pv00VSkzysX7abFYIDQtLr93GdsntrCzs82K/DhKApRNQZ8KJ4deKC1KNdD9a6016VS0bUCQQnYUr1Hlmerc72ytQJ59q/xJFayQ96YABYDiHabxiFylOtn9y8/y37NYBpPvUZRmOvloOtbNORYCUC6IBTwHPHIxtrmxIZxcmUzUtmYnw21EFpNl4W4GL+b0ajFT1JFBZrDHCCfP0hXCWAbj/MWckMaIYRwQQjIOHT/bjq3PWvZJHIWjmSJ3REII6NqWdQLyd/0woCx7pJLh37C6e319DVubm9jb28Pm5ib6vscHH3yAu3fu4qdbt/Djjz/h4OAA9+/fx8OHD3HixCZ+/PEHfPjBB7hy5Qr2Tp/G2toadnZ2sb1dsFwuBbUeBeWKArxUUCl4j2wACq8HV1gYMsaRkyqqSH0h7RQWQHjNjggp8oQkFwhHkZHSlBOuXn0fH3/8Me7fv49vvv0aL170GMcRFy68gz/84Qs8e/YEwxDx5s0b7O7sQGlEGks0cSOdxyzXXcEaLQwkFxFaG/O+PXRUrYpENLFjTqC6pfAQiZzyyhpm0IdgHtG5WCxQFF+RQW6rTxJ0coglWmGtiCEVAslQBq/iuwlQNY4jjo8XyKJh8J4LZRWmasZlcYRWOwQozJD0FgPrXiMCgiP2FiNIxSqBSx8zyiowZohTKQiiYHMAsrRNCuRhClLnMlA8p3gOIoLwxSpAO5WLHrQaYTnVrCZhcuAUs820pJWI4DU7p5p0FfkdJocvmRFKZPF7tA/mu5Ukle0o+DoSR2dJYtmDr4AgzFE7VJQrBRRIziXqJp38wEFSq7AiaX592cq1U8WlM9RDp5IUuXcC7JBidCtiHJeYbZzAhXfewYULF/Dg0SP8eOtn7J0+g7U5K9MWKYMamY2dM6N4eSKGsVMPppbU0XTTIM3PmVuWJStywjw3Q9N0Sk+uhz2bIguiWzKyr/fPn5rk3lhBnoy3NfI4vyVz7GYde0pCqiE1+YZTdbhyWSYHfiFA2usoQBwHpCICBsdjw0i8OUnEC9Pje9o+NFEMOTQzURUXsuRZf6qizQRADlIvB1+oxtrqaZbSaCpSRmgGlAKZ9ToA6ECkE0JYTMXgYUITAuA5udbW89bWliGUPP2nt8/mdyYkdQmgTdsyQpALxmWPGAcMA5n3Ztd1jHhM91RWL0pB08UxAcRN9pgySqztGvvesXKh2CevMVsKyJ6ecktz4fXD9jwjIwIpWoKn6zJFIKYB4zDAB0aamtCgpILlMU/52DzBfpbDOMq+1LYoW1g4InOZSJktsYiIed28fBAjj0bLkQ3cvXKSUMz9QBHwXLL55xGc+K/JZ0kL3ZUEQvX4rPucUOTZ6mc6KRhqOV/5lyiEftGDiHBmbw97J08aZzXLuENNmBWRUUoCIzAAsvjJSXGdsr0UrgQFBc4pMpokPocxRiDLjGCJbblkmaDBIwrVw0/5szquTYs0FzxPtgAMQJiqnknQVT0mDMFCTRpzJwv1wgAAIABJREFUnniqFqCISC1BD3zuXKUhwgE4d+YsTmxt4s2bffzyyy/Y2NpAaB3SKIWNjHt0yCgWd4s9wyEPODx6i6bhCT6YXC8L54LES94DI5IIxwqyCLEKeJ+SZ+7X0dExotBFXKezjb100GqiQQQUykDOiDFjGN7g7ds3ePXqlSSRG9ja2sYf/vAufv/7L/D999/hn/7pv+Lu3XvY33+Nt2/f4ujoGN988w1++OEW3nnnPC5fvmTjTnd2djDrZthc3wI2+Dr7fiF+rVG6XSOi8eZX7fTiIMW7Y8SU/UpV2awggrZTHVzgwRkQt4etrS1cuXIF165dw+m903jx4gWcY0sw7mwAFy9ewm8++S1evnyFWdcZTcXW4IRT7Jog4MiE0wo9azLPtweHL0ce8MS8zFzPEos3DoxqZ2dTw3JKPGNeiogSE4r33DHRZFCeUy1EC4hqHFPhpCOHTAqOMdqpftelZDTgs2M269B1rdCMJonj0SEIQDdrERqPUhKPWU5M6dLuMQDmI5srRAG7ZxSQq57LWUA6AiEE71ZQFIPNiEywooiOqou1/aCbVxOZCQDHSZ9sVOM0lvoz2Q4HmMk5piIGaOLKvzOVbInECtSq16NtVbsVkk8gC2Ap1cOKb61+Pmf0vIAVVQHARrgASqmQN1+bBKCs165cx2mSoW3gXxFPC19z1tugmnSqilJJx1oV6YHLG5MsqOq1DwNzFM+/cx43btzAg0eP8X//5/+MkjI+++wGtre30Wx5xHFEPwwY4ygCiFARlRXBQhUUOOcRpmiRIHdRN6NTQn1dRoYYQvNySRhiqsrivGoSzT+nCQPzhOLIo/ViisgyjlCtEhy8vmZZZwnDOBo6EpT/VCoKpF57WayHvBCo+37JB4EkL2pNoMm8rnvbWPq5BYAcyjpXVNEPPtwFKSp8eBHpVJIqngDUjBY8haHrpD2YrKVNUpjEkUVCHCS40eWogKRi189Wjy+tSMchIpeIIgFTCzQnLT7e4jVZKqRqcxIBQWuoQExJEiEyPqJ+j3fOeF6KLPdDbwkDr9URORV0XWs+lY5I5njrflMrJ/6MmDl5VjNzs1zJfH1dN+NiosCU9z50CKFBG1osFsd48eIFmhDw3nvvYWtzi+2OUi2K1C1Aix9NTKwQ1X8KSptynW6jfw7AhBx2wJAkgPIfmnSUwnwoLhYBElRmNSFa3Yu2PyW2eecNEWbqDifUWaD85ZKnh6yvryM0gSkwiaDKdDdBvGKKTEkhiU+CFNbi1tn9JWnpe2nndl2HfrnEKJM9HLGRs3JlFcXVsZVKNXCSKJWSxRpHDi+ZyMK5qrPnS87b2Df90ti4qpQmK8x5f1VrJsiZtFwukFLCpUsXsbuzi6dPnuLO7du48W9uoGs6LIaFJTXOsXl3ThmpJPjMbfCmaYWzynwyppiISE74dU0ImEnRpc/RhFN6byh8v6I5GMcIF7zZ26TEyesyJiuieH40Cc8ZViBo/OSE/Y2ghAlbJzZx/foHOHXqJJ49e4YnT57gwYMHePr0CV6/3sf+/hs8fvwYjx8/xFdffYVTp/Zw/vw5XLxwEefPncfJU3vYPbmLnZ0TWCyWeHt4hMXxMZbLBcZhsGet03OsW4QKOCmanVJ11VDePahw/Jt1wq/MOH/+HWxsbOLk7kmx06l7YRhHLJcLxBhx9sxZ7OzsYm1tDU0IK1xoRh/ZtzD4xoQvq97M0h0NLbK4dOi5BhSMYkbuVfFlSRSgE/O4SPfGaeZRmpX+o/FUaWfqDKEJpaKPOpEtyGAL75l+J1iTYDssuGzbBrOWubMMCLBLQN/3WPZLdLMOa2tr0jlKmjCxgh4SY2TN6nk3gfAs3jgpGIvEleDIiV/Rr/wSuVRGfUzCQRHFpDRlkEqGU4RKUUOqi9kSN/kMzTQLkf0MpIrUkdGQQFrHRykPSoKYKAGpFOOQkdh8pBwnmbvdDvIERSoSqAhkbc2YIhPrvQdBWl6l8oyUU2Bpq2xYFCCL+6+TbLrwX4MCDzt3IPBcz8onVOh8ikYCQEz8ZyReappU6iEBoKK1ciihEMYhYdEP2Nk9ic8//xzfff8dbt36Gf/X3/wnHOy/xp/92R9w7tx5bGxsyPNQn6up9ybAFjIQ1C6Z35T+TFJyf+K5yjzkfWq3UtXgJIm/thaXyyWGMU7gctjz5a/W1l4pGcE7pKat7dSShcZBFsyJ2MLAqZI/JYC4tWCfD7kvDeYAFyhgo16goO+XFpAIqjYWhNwST74urYAyPyh+PMI5XGmxe0IpOg+ZxWEaRPQ5xYlRdk7FkCs+LHjWsiMm0XtpAXnyQJA1Dwed0qLvJw8ZaYzGfwmebT9yJuNcKfHdezaSHYbBnqu2TpuuYd6bYwpDyfy9MQtaNDmo7MB0auTN62gcE44XrPCfzWY8Mg8sHJrJRAgVvWjFzigfoSkBubAdiXP8M8F7U8GqYEeVz8yj4qSXhBPZSOL87PkT3L9/F03T4Nq1a9jc3EK/7KFcWci7TxAT3cLTlJwjFFufWEEw9PBXdAWSfNo6ImJUfJL46O+Zfqllh3JnDVWDJNCA8cOAijKqR+g4jjKNZ+QpLzmCnEe/XOD27Z/x7PlzfPrppzh95hQjbePCNrV6C+ZSkEZeAzoyT2lJmohpghSl6Oy6GdquQ9t0CC5gKV0CgohSULmoVeA4scJxzjxUi3D+OJ6WiRip0nq05Wz0JC3g9HmQgw/q4FHUs03QGvHVFHFnBrAcBgxxxKnTp7C1tYV79x7g2bNnQCpoQ4cevSGyRf4PVJEzjDUuKkii793bn/P9Bbk3HV0YQoOmaXlP5Rr/dc9SYIVuAYTXWhFsPmMIOu51jKPwtlujseiI3pRGHB6+Rd8vsf9mH7NuhuAdzpw5i9OnT+OjDz/EYnGMw8O3+Pn2XXz33Xd4+PAhjo4WePPmDh48eIBvv/kWG5sb2D5xApcvv4d/+z/8j9jZ2cH62hzzWYd+OcfR0SGvjZTgsugCCJORoRmpFLgM498ZJcQ5ESYmNMmjpc447941mK+to5vNJ/ukimZH6Rp0bWfdm1+7dpQClMxoeW07g/0YpxOa5LQosm89poDGpMCUMyfliCaLnRqKFdPqu+xlpnqMzJtsXLBCbap94KSf35vGgYwC54uhstDhAI4FsNklHp7QMM1Qu3lty0XsYrnEECPWNtaxvr5m+xeOOaUuRtacgKmRyjGWncQmLGIPaE/HST6XCaEafzLddVrVWvCSwEoAi0/0NzhSBJdvuNQWtAPkRYnyL3N1SqLIJDl4sqg7RezID0p5BBXDswBf+XIKtbKNQy4Q1AcmXFH7iyIBWFWxmP6uUgxJdVIJAKruU0SNEZGUuXWhHI5SOHnl+6nPZVrpEEg4c/w9LniDmzOxlYhDRcQYrBJivlUavLhN3V2BNH43OaOA+XFt0+Dq1ffxv/zP/yv+9u/+Dl9++a/4T3/zN/jppx9x8eIlXLt2HRcvXmQEMgRQYBPnNjgxWeZno5WPPgMNWDaNJUXoXG0pCWBzYckZv0gPD0YbdW613KscBPwemAeKyRpUc1XeTLGiClkLmGSfz8tN6AsynUj9LItkv8a/5czfDuPKudPfzc0jrcb0etX5n5NHZ0WQLShds6Umv3oNpkjVp6WIN4BUeKqO986ujcBBFzIOSt8BF0DCEctyM172iyBB+nucd0glYRgHucwkM4s5sIYQeOygoFzQves8moaPV13XKiYw6y3iXWjoDsG4V4ymZSCz6G5tzmIKTmID3IzbJm6S3DtixTiCk9aw0DEKcQBzhKbt+Hozyeg2st/HhaPYumRV1XuemrFc4OaPP+KHWz9ic2sLV69exXxtjtcHB7z/BHVV1NoKOQekVIz3aXHRMcrGXGlGh3JOKCHAT+JnLWCLoblEIkIpakav15zMSYFpIgU5SbLpJFGafBZNYpSibNVI3aMLDdAkvD14g6//9CfM5zOcObMnfMcBw9FS2roNupl2N3T9ucm1ejgvRXMqGMUgO44RTdOByLG6fhxFCEAy9clN9lNd69Zul2S6FoUyBrQUZBHm6P2WVMTgWJAFAQEU+deuRRBeLCCCA6EtVfGkpKCyXkeZKLWzcxI7O9tYLA7x+MljHMkEF0XCQ8PDDxB5XF7btJN1pzZW1RrJEmT1bQweoRWHgKSTnfiM1PnhQaanjJNMmO25Bpk9rtN3qo1NihnjyIMWmoYT0SiijhgHWVcc+/plj8OjYzSBi522bQTdm2N7extt2+K9y+/j97/7PZ4/f4bvvvse//wv/4znz5/jzZs3KI+BJnjcvnMH9x88xPb2Ni5duohPP/0U77xzHsvFBpZ9j+Wyx/KYEcgkfpQcN/ieUk6GyIemES50w8biyyUOj44wSGGr3EE2WhdesnlNSldqTMbtjSliTCP8ZIyf5jZOWs5FZswXwOgffOhV1F73uBbz/DMcWxvPQyngAo/HlPOOnIMv3Onp+xE5A+PInRcfgtBZqnWW0dEgDjGeC5ySM1KsbXz9fgW9vIAipQhvEQ6psOUW05y4m7Y4XgIZ2NzYwtp8DYSJhZUkxg7Vdqh2NuoZbMCZ5jXquE8FYZr4cWIkWWbO3AzRTGISDC0IlAIlmhbowwd0/qj+QkiuoxuR5JDKQiTlSo69rLg6mLRm7KqrbxlIB7OLQtFRRYMAU8QxkiP3KoeD5GKWYJIHGgKAhkcLyaZPInVXoUgqmdugpVgVpV+SU9nP0vTgmCQnVgHpLhLPNMfZH59V6qEmQc64SyBLLiHPu4owuJ039D0ODg5wYusEPv30Bk5s7+D06TP413/9Evfv38fNmz/gq6/+hPPnz2P7xAm0TcstTu/ReFHA2W0J6mvvvipNtRWihwDfY7b22HSdOPnMuiDr5xM5dM1MOBgBZJuCgy97ULYIoZKT2TpBkFef7dCwGcUhiE2PY1ujnOw58WvSw9AhaFEw4dHqXqgH9fTgV+yjQJFr/SYTbQmqqVVkRY5KTcol2SYA6ms5RZN4/biVAol/tbodZDlgJYCSiMrEP1BnrvMnZivkuMUVURLjrzzvtBFFcK2A+fIKjNaBYsFe17Emsvp82JYnibq65d8r9A4KfoJI184ApPjyTcOzpRXaniBJJXPhBQIoMcrixLmBWocYSMjivnL1Qouu7WTGrcO3336Lr7/9Gst+ic8/+Bznzp9DAaSdVV0S9B0oGmAiHEdoqLHZsCy4YJoEix6iCI5qcqh8zpWWNWBJX8XC695hdI7RvxgjsnJDLaivIpU516k86teqvzuOEbO2w9mzZ7E2X8M3X3+DC++8g48++sgOMKBYoukkWeWiUTAtIqlqeS3z9A1FKnViEIu6siCuwSsRf5KA/+qrFmS1OA8hwAemzaxOe5nEubIqvtQWmhdLm5K5pciHnnSUJgUizxGv6G0SasvW1hbOnD2NtfU17O/v4+DgADs722iaIHOyi1Fo+Do9xshdqiZUUVEI7KGrcZrfK79v5xltYg9XTZBZad8Iqj+mUfZxtUfT9aOG61NFunMeXduhbQJmsw7ztTWkXEA01sSJuIDLMrJXi+9xHLFYLLm46lqsra1hbb6O9y6/h6tXr+C99/ifN3/4AT///DMeP36K4+MjvHr1C3755f9F0wScO3cOL188xyeffIJTp3axtXUC21snMK6tYblYYLlY4nhxjGW/BBHnBiXVd65ghPJmCYRxGGWsqpOilqqDCUhoOnXEKyfJyWIqT8FbdV+wWCUWTCQqZe1ycG6htCVna0l2J69Fx0kbF9uN2GtT9Q5GQo4JwxgBikhROJjIMmK1RQgsyNN52zyzvCAhAkmsDFOlb2kM8cKR1LWv1l7jOIJAyG1XxZOO29QHBwdAIWxtbmE2m9V4kZNRkVaofYXvleQ5W2dVvk9rLqbDFPZxtDA9aSGqNGBaMU4DYE00K59HX57EJDgngEkpMtxGM9b680OURYJVPpncC5wmkWKzQ+Llt9r2oZWK3ikqxq4jrFbk+T4oVC1iVKUXXG2zplx5ZVLPms2Fetw5OTGpZH28lmgY2jNtWYrtTCkFJTKHxYw67Wck6Z28RJ2wovcF1ENIEVl9U1z5ZvTLJV6njM3NTbx3+TK2t3fxwfUP8PWfvsLXX3+NJ0+f4pdfZN6nUQEkkdDfLQXAtC2gB9yUY/Jr+4DpV61esILE6aNiqkBB27Y8d3nWoW1nFvCAOpmgbZlD1batcfacc5ZQsqrMy5QODx8aEQ+xBQSoGPdD1bMhsN9fCDpej6xVq0EfhTdpLjrlxNuhZ/skV1SRbYacbWBGQdT3UW2E5N5J10itOp3zJvAhx5NtOIn0krdO9qLsIzscFYWR6yIo1UFmOIN9MkvTon4RnGss8a9/nPk6BFHjmlCDjAZe/nct3lxmG5NZ100Khlo81DVR5PDOVlACMAEe8VM0KosGMXsXorw3ayrwiDJfeMKIDzy/OueMMQ549XIfX339FZ48eYx3Ll7A7373O2xsbmCxXEjgld8vz3XKt1WelEqiFVni78/iBMCoE/tbor57YtNnfl9ibi1THAp+jSbw/lBUBYLKQAUEVGOjxgx9VsUQFbYY09bvYnkEt7aOS+9exm9v3MDf/d3f4rtvb2J7excucPHUuhZtq8WanQwoOaKA1y3TTcQKiXRPOpTSil+mtGmpsEep58CqscvcH8j+n5W7GhCcqENBJPc9eRfmqZgnz7OuL+XTxaTK53oekXU9+EsnkpAVaRl9v8A49rh46SLeufAOXr86wKtXL7F7chtt12A8Gmx+u67hWsxntpoiRu0h3bSizwTAWBKQHYILRtEh56AoiRrc55TQLwfEzNzlKIimnyQRmkj0fW/Ts5qGqVUhMK2kaRo0oYH3TIMZxhG1G5ZXulY5c8v46OgIBwdv0LYzbG5uYHNrHSdPncJf/dVf4YOPruPHH3/Cvbv38fz5Czx58hgPHjxE3y9x//59/PLLK3x/8yauXr2Gdy9exIXz7+DEzhbarsXO7kms9RtY9rzXWJU92ohYIiDmsXavZK/kUj1k1U3AE7F1zRjBtlI1/mYRjrJoSsVW6k2qIY0LiFQyoCrjwgghckbjG4SORzzmnBAR2RLKe5TikMXcn/0oYYWiAU0pYZBiggStLJCuAI/TgwpezT4HnNDnzANVWMTFdnGhqXHIqB4SHYsIzgCmyakIWKcgvT18i5evnoGIcHL3FGbzOWLJzNHNmelchRNfSmCOvOP1odJmIj1nnBVv2nUrlBEG4Vz54K3yrkmiJEj8Kaaq0ZeZcpaWkaIQEwVt4heZBWXkTG6SfNIqqsOfVQMtb3QNZjU7zgzZWHVewGINPYXU7T0OI3qxW4DMNNaHMeVKxDFy0HPO2onacg+ClBARsmMLCDOWFjNjbbkXSS4VTSQNEFCwShISwD63QDzHxNtxkpZb0F1Nx+pCrd+nViVkc5iHYcDBwQGGYcB8bQ03btzA9Wvv4/MvvsD333+Pt4eHvGl04L1U6MoLMl+pokRdXtDaatY2jdqdWLJiB1ydjqFoqCYY+t8xjshCWE+WbHsLzkRVKarzWzWxs6c0SVaJINW6TADR5SUVkhqdGnqHYusMioYqkpi5NV4KmDZhSBhN/lFqBVZEeU6kHyXcMfahHPoeKY/oupkFNUfsU2hohUxHgbWjGoSgdiKMVpBTQ2pNdHlcmd2Sor2OjZx5mgV7LAYX+FCXh6Xr07tgyWdFeJRn56Bm6kTV+JvjgjwXfc4EQXwbUUkHe77GzzNEr3rrearqYKLaYtZDkAsJYkFWKpZk8bXyODfvPTw11lJ9vb+PRw8f4uHjh3jy5Anu3X+Ac+fO4y/+/C9w9cpV5FxweHyEFMdfrSFdH4QifOomsArUEckUjwmXVPidzC1ztn6cJgaTJI8LJb7JKeKmcUMPhiQWN975imrmqjafhIKaiAhCknIESQLKqtMB89kMv/n4Izx69ADDOODlq5c4c/Y01tc30DYNck5mq8MJRgYcJ4kmzgHz0pjbGO0wzpPJG8YDnBSjOoO+aIEt16zPAYo6Fdi4Q+02gWr3xegXBcIB1m3LMQoJFouISH7O1XUuyXeWNUjk0AR+X/3Qox96vHv5Mt577z08efRPePDgPt67chmzGY9pjMI3Tqly6tQYWiFZi42ZZ1grz7LIu6oUFymOQvUHTfIOxsj+hU0TEMDctZo0kjzzylG2oixnjItjQ1ubCTdyHEf2RZXz3KxjSFS+4PN6KAUxHmEYexy83ce8m2Ftnflxf/mX/xb/7q//PQ4O9vHVn77C//OP/xWvX7/G4eEh9vf38eDBAzx8+BizrsP5s+dw6fJFXLjwDi6/ewXz+Qxr62vY3t42Lq7+b4iDCADr3HS9JotlVDmBev/qChGCcPHMAcOhFFZ6A/Uc49gJ6MxB3fNN4HM86UQnKWZtj8pXEt41U+FGRI3hk/NKKVjOyYjMxqHtGh65m3hkaC5M0Zl2Idg/tWFBTapooMva1maFuII0LHKpscpLd1X3IAC8evUKj588RtN4nD9/Dhvr60YJLFmV5tUGzAWSdcAx3YlAUPfPSpELEQHVKlYgYUGvattFXhhKtUcpmjgm2VRpUv2w6pJFAEUOHEU9kgQQQvAkPou8oeM4YBh6AAVNwwo0ixDO2YLXzLdm+4COqNPEJ+aMxdExhhTRdR28577/FAVJiZWdOSeZnV35d44cXONtAH3OYuwphxo5Ep8eSSQkgdYE14mLEAfRag8EQR9JXfTFoJiPG/k7CE2gCA+yZDtwpz5yQG0rAYWtR7QVI0jI0dEhhqEXj8IOV65cwYULF1C8JBaCQumGFHzBrldRQvnTmlDKyD+9zqInGWo7XdtvBbVGSHKtOUVWtEaG9Bn1xq/ae3qPxd4z/wlsioiNxZP1uVwssDheYNkvecxaEiW+HGgE2LrOWkElbt/mrBVZERHAIF6AE/5jzjIjV5Jp4Q+x91hGoSRIFCeNs9kcXdfi9u1bePb8NbZOnEDbtuh75iUVKjwSb4TYmyS7BoIQ/YlQsgR7fdJyCLjJvuD/Tdozst5UBKQHhX6Gfk0RN32HiogKpiXfoUhwgnLgpgXMFLF0GszARJZMdW8Cqtq1UG8/5x3ByZSJNrRoNXF0jNhZ0k8sGAohwAXmPzWusf394sULPHj4AIvlMYIPuPr+NfzFX/wlPv30t5i1HfYPD7DsFxYEaRogJ7A4dwucrXNPq4WcHmhekpCSakssT/a8Ugum/ClFvnzx4CaKXEPKbPPhtAhmxKJSXwTLko/X9iURgXKu77EwYuoJ2Nhcx2f/5gZSLGKvMgcArK+vswL96LCiEJmneJATy5TM1kMx6Zziwtxozfg0ISQustSbcdomNLoQkU0Iq9VOTYgArHAZmXcKickkhY5bKVbrroAd9sVpAad7Cfb7uEAXfjIYYDheLLC9xVZmhTLu3L2Dz7/4HKd2T/Ls5X4JnkMsPpc5YehHdrKYFRTHIwn75RI5Z8zX1tC0wYojBiXir7pHfH+630FA23VWVLEzQR2vqUkBkTe+MIvNApbLJY4Oj+AWhNmsk7UMSzC1OAWCoa65MCeQIIgWFInNiKng8OgIx4sl3r5tsL7+FuvrG+hmLX7720/w3uUrGIcBjx8/xjfffovbt2/j6dPnOF4scOvObdx/9ABra3Nsn9jGyZM7+M1vPsaHH36MEydOYGNzk+/z6AjlGEhxKck1rexFoJh4U4tY67IREBqHruPxftpd0q4dAxey7uSzuMgmuEmx1QZ2tIjJYxwj+jiiGXsWx9g5JgBTZE45kfJzi4ApuuMIjjzIVYGjc4DLHhEsqNQYOW2He1nXKjTEBABSgWHJNXF0wjtvGl4rbdsYna5tW5RS8OLFC7x8+RKb6xs4eXIbbdPw+WSpBNm+nXaRNb9gvEVP/UrrUBW2c4SgsvDglOOmCWOtiHOBqX+n7dec6sutU00Sskjp2Yl/NA6OJp3OeZQQ4BRBBCZmujzzkfmQkBcwRZnqYojK9SrarnXWIilUjT9zKtb6SUlJs/IC2wYkUHkdNK8p1CqqBVvYwtUCuEKHHs6qJqzt3Ok1OzmIUJjMykkjc804b5SxbRAiqzjS6/uYoo1ExCagYvmSY0LMxa6ZKwQIojDC+yWaphUVqPJJufLkBamClikqrBvCVaseTTWoaCet2jSZnRLfc4EuTP77bPMpGdGrowWzJc4oRZJvt/KzGuwwfbZFgwInRimmamzMygLUkYMTREl2h9EBNMEk8PNUA2Mj4MuBrUjq5O8BaefnzGuB+Gl23QwnNrdQSsH//n/8b7h16xb+w3/4n3D27DkcHr41fh23bTKGfmAUQ95bKUDT8HNnQnhtxWlVbHwURdwzpCjzpn43dDgne4ZJrINKyTVxN3pCNtSrZKVuMB8xF5meVMiCmfImBxFHLBcLqWR5nxQUFgHkggixYpKEP2f2AhzF9BeFUd5UdO3W9pX9U9aEtSulpa5VNxFhsVgABLx/9QquXbuOzz77Pd6/dg2z2QwHB/tYLpZicVTXlqJhKauadxpzCiNW4DiSARO25FKQIrd6SOkOGUBJqEiJrr9pmgMzNNcuDUEpI67us8JFK7ejZRyprlVHgm75VcTE8f3kkrEcB5Aj7J06DRRgbX0Nb97s4/Gjp7h+7Tq2d06g5Iyj42NThpeSURKYTzZK21zW9pQHxomYFC+5FrwK89ksXSJNMdlOBwVqXK6fpair/rfSgYoKTJwU7HLgygOF+tlCn6wc+NBOjKKaE/RKY06ROLw4WmJjbRN7e6exs7OLX16/xvOXL7C3t4f1jQ3EnBGHiOAdurYVI/XaVVEkj/0FB0De5a/b23amZk5usyTaRQAWpllUBAuoSUZNPpUGo9Y+QEw8mWY6YSuLcI4LCwZhUkmSiPG+VN9N3wQEJ/ZWxOVeBsS1YMDx8QKvXx9gNp9jY2Mda/N17OwbgXpQAAAgAElEQVTuYvfULs6eP4/nz57jxYtXePDgPm7evIlHjx5if38fT548Qdd1uP/gIb760zc4f/48Pv74N7hw4QJOnjyJra0tHB0eoV8yaMQimkrPUqTZOzG+lgSMAHM0aELAQIOQ0TRxFMESFZDz0uELss6qyM95khnbVWTTxwjlpisKzsMI2CEDqNxDE6xIi5hcsfWmsZYQ0DSaUeh5pgUXoVC2s9U4rRJLSLyBrUgqmkBm6WhxxEABQtNgNuswjiNev36NcYg4dXkPOzs78D7wSNfMoBInJNMOp+wd7XoWcBFRDKqTYrU6ygTLMvUwlmTBkg9BvjCBR/UX6aQJRovUEJp9h1rXAg0nLrrxc64vnxMAWkEP9VpUIadKR76+vHqdk5egFYb9PYCmbaEIWIqc8HqpYJVjAQmCnrwEwIJxGNEPS6TEgUq9tla4fWJhoy+UqLbcBHKA/Wup126tlwlf0oeJFyG0xTpVdKsSvXIpps+LOSsVap8uB1vEuaBPPfp+kACSJ4bCHGAaR/DBmUhimvjqZ9ksTCkcNGTzgUUWdPh6pR2HAh1rV4QwRwJD1kCaV3wpVW09TWDryaO/Rzl8doX2/ZUPNA3s+lli7g6qW0L4LxkQW59p65aDj1nSKASCekA6+T5ANj15nrywvY23b7haRyFsbm7i97//HIvFAm/fvgFQrMUWhfSdJNFVH0rlJNW1pyOwnD0Hzrnru1Eqhq6jUtiQHZDDStAWoEgSKXuyiJ+kIcu8f7O0WWsAgVSvWa49IUnCPvTcNcBEhFYoS8IqisasCBwnt2MUr8qSpG3HJPNRRxxOOF6KsKo6U5Np/XvtELRti4sXzmPv1Bns7JwEOYf9/X0sFsewtrG+SltcsGrfUAEon0m8ZNXXsGkAEKKMY2t9MN9CjWmNzMtVqwx930m6Hzw6sr5bvQov/14dL6hyAI2TTmIXxHy4QYyWg05LkXUTrYhn1f7x8TF+unULX/7LVzg+WuAv/vLPsL29jSzJoyI/rFiNGEdWajZBlaoOky4e3ytq7KqxYvVcqWtVpoPktGLhRRIs9V3WyTWKUGLlSykZ1qFBdUHgc0ZUq4KGksXjAh0HmqXYUiujs+fO4YMPPsA//Jf/gv/23/4Zuzu7OHvmLOazNRyObzkZmazDRozflbtWivhF6n342mL1wRuFIEU+7Mc4IpfIwwAIsMlAQkvB5HkC0jJNRXwCIwYO5zwXHuwBG3ywn1GaBxE7FQwjd2E8OYS2Qds0KBkg8RcUXzGOjbnuLUayCMMwYP8g4fDtEbquQds1mM/muHjpXVy8+C6uXLmCd999Fw8e3MOLFy/x5MljvHz5Eg8ePMSjR4+wubmJu3fv4/Lld3H9+jW8++672N3dRfANhqHHsl9gsVygX/aCliagVCR8OqpP74+5gKhaC0cscgXEMi6jFKH0QIR0EjO1SFSBWI4K5HhBGTn+6CxuIoj4LsiggSS5SiPrvwpUjF5S+DyLKUnH0tl9ABCnl1pgAYwEew6cAOoZXYusKPubC3LnyDxCnzx5iocPH8E5j71Te3z2gGrMg9w3flXUOLIz/L//kr1WIM8wI2gg1ISCcm2JWAVCqmxyk1/MCV7XdSAheKbE6Aw1Dq2gb7pz1aqDVWrZKlWfRRlHhJyYbN34gODEz66oYupXX4X97AqY8KpKK23x+NCAwNUXyMMHh6b1QAZvoJKRoJV8rRRSTpI4tsxJa8leUs7yXFDAPz0CpfJpdMqKLhB+sdlk7RZkczYj6soDYx6hjmLKYO+vKdKYU+JZr45tfXgxC5pnhQxX2szn58BYxzi66imn8LNwHhx4PFYpOlOcEU/7WWDlcJ7yHjKSoD6hcqNIuWtaPVuazc/MVTGOJtK58LpQsRIfplEQSFZ/1ykSSpuAIAiSUIHq92RJVsqEI0ZlBT3lZyRt/1IPP31GBBhlQfv6bO0g6GxgIYQnviYNaDlndLMWDx89xLOnT3Hnzh384z/+Iz7++GN0XYfj4yMLjkkQTKWC8IxjsYAhYhN64ivmilGvjWwteFGzEmBFh74zcmz1QfYMpC2koLnjtgob1VekT9+v3hNJoqIHsAW1mvNbQaAIXi6KqMtBKEXfVIwELViJf2eK1aJFeZo+eOPzFCkGY0w821tGfNnM7CgjJ0tC3w/olwMWR0fs1QmhLAhqi2nCo0kjkVnb5MIzz7VgjGJCrz9u8VEOJpIkXIu+PNknVApSHE0JDcAOZ0UcWVkM24eloNqv5IxRUGS+Pl6/4zBg6Fkh69uZGZLr1Js4joywOEZRXv+yjx9+vInjxRH2Tp/EZ599ho2NDcQY0fe9oB363pXrXZMj5oC7aovla4Fr5HpZDtqGJUc2FUWTN3U+KE7XRUVmWMxYzCFjeqBNKUelFHkmEV3Lc8qjrF2bLFH4rfPaZl9Vw38kuV72PU6fPoPPPvsMX375Jb779ltcfe8qTu6cNK4jU0wAFqOwT6LzFbtJSQZNaAJIq8Iw56s/ZsoRYxwQHAlliCfbCGTM/H2N3YnPmzGy7ZST79UuQkksTOvmM1nSErccP39G7iTOZTn3MpuXIzsMUUzbHYtsiICUBhEWEtvmtB1yEUu1MmC5PJatzHtlfW0du7s7OHXqJH7729/i9evXuHv3Dn7++RaePn2Kly9f4pdffsEf//hHfPvtt/jhh/dx48YNXH73Xeye2MaJnRPYOrGFzc1NHB0xCrlYLtEvltzNyBk5xxpfinT+HBPgokxXIyKbylWizlv3SJ6f1dCPcJ47oMYbdA5NQyCKE4U7P3MS8Gnq3uGcQ3YEKg4quiyTmKnrPmWWxAG8LrxSieoRM+lKQApJjl3FZYTQCm2DwQ7nnBxBQucgjlltO0c3X8OYEn6+fQd37tzF5uYGzp49h9lsJsCVTEXT2CeiWo33nti7WsW+Ux4mSpGtJLOuS0aweC9VRpoggBq4VSVIgFl9aNFZsrrBq31PbTVw752gnl6jJDO5kLU84FkVl6Lj8WTgQyAXrc4FefNu5Ya44hTkKAqyCYKO7iFUJI43MFklkOU+kTOcy3CF/z6LKrZpWzRefLeyQOCS9RvwBVgpq/dbz0V5sVlbzUUCRrEX5idBRO9LYkatpkIjz1fQCvssPWidoXXV9BRWaeecMaaqbmy7mbS7xMZGIHm1sWkaNY3NIjSQQ484sfHBC2fUW3syj1y9+NCg8cEWmKr12fJIOUtkPAvu4Mkx4dgjE4mJuU3TwnsWK0Xx5vBiiEtyIMaxkun18CfJRHVig3IluXVTn6+SpEFqmePs0FdETXmMimBlQctyyZPE0YGiII5yKDlHzD3yASUDP/10C3fv3cPz58/xzTff4OHDh7h+/TpP2uiXQmCPGGKdm9w2jAa4zNYsOY6WWMYxC2LCfNzgvfmhMV0k2zuQjW05m3YSdJ1oMloLLv7DKkpKFWFzGiS5bUO6lzMfbLoena8IeU0mBRm2CUpaiFT0mNe38EXH6mkYPBd95Kt4L4uau0jbRVMOC8JFK2lOLsexeldqEThFZVNKlkTweEAHJ/tSubSACryy/SxB5l6jJkOMGPE1xHE0TqyuM0jcCk3d25XfVw8RfmxcUJtBd4wmeOi6Dm3X2TvW1h1fj/hbCs9Xv8c5h92tLbx3+TJOnTqFu3fv4u/+/u+xtraGq1evou24DQtZP5qws7G6ItFy6HhOcJMg0q10ZnKRM4Gc8M+4UNRUrRSYTZO13gqESqRKbqAI2OBWziNbslZIp5SwWCxYZbqxwcbcqG1iBr95E5iwAupmwElUSgnHR4dYm89x/dp1fP75F/iHf/h7/Hz7Z1y4cAEXLlzAfD4zLrSixcPQY7FYIvgGXdfCe7KzwZLJmIQfGhFiFPsWvpGmaRCcAwnIMO0q6VrNKUtrnJ/D2rzDfD4zayHloMXMAstiQJAWfgU+8JrzoXL2xzEy0JOLKK/BljxrM+OqutkMbdeiaVqMMaJfLlEKG6AXAYpyyVgulzg+XmA267CxvoHNzU28//7/R9ebdtlxHFmC19w94i2ZiY1YuBOESImUuJOiyNKU1N3T1VNT83Gqz5k+9S+npj5MHc2oFo1aokStACURBCWCBEGQ2IHMfC8i3G0+XDP3SM6ZPJWnhGTme/Ei3M2vXbt27Tk8//xzeOONN/DFF9fxpz99iD/84Y+4c+c27ty5g48+uoxPP72Kvu+xu97FCy9+C2+8+Toee+xxA2gddnZ2sOgXODg8qJW5doc9irR44olBEOtnCAExMbnabDdVDrRYLhFTawp0wmK5XGC1XCBntUoCXzRPuZ4n81hQJ3X5uWFxwEchwhLKGAOCdKYdFiCjstcCa8qtUg13BZGqWWz6cH5y16yKAeDVeo0udbhx40t88skn2G63+M53vo0LFy7UGeyMS6iyM58WmC25Z3+E1jVTNJt0MVTyyIEjoEidHcbRtB+TOsPTKFUyP9zY7v8WzIR3nEoNTsFYAQHH6TUDSStLGdvgFiSiqIHCA7/V+ozVa4eCX0f7FzCZJmIcpwpy/UT0Eto4DhZEcm1YyaUge6G1gC7wZkchMWGxWNmUDgIXMcKMftc+HcTYhhCqJUREQAlE7WRfCWjIAofWOV1RjlkMeX8DZt1WXnazA7D+rO/8VLFOampLywSU4p12ZAS84YN6D8LePI0GJjMEZCGiifF9Q6A4UOalTlPGVCZafsAAgxupKlkSP7AK65tsFrK1ImgdjsVBXmillGxBL2qTKLAkJkihtxIEZ6LTWJrBPwQxUFtqYsA1YmxlsGyvZKhaF3IiA9FsegRRqH+ZpqnOIy5FgJRoARQTihaMw8DuODQWWfSojEGkjee7c/sO3nvvPVy+/BG2w4Bbt27j448/xvnz59F1XW04yNaJOkwjykQ3guXCRvQZK1mMdeQMYeptcs6Y0Ey4mSxwffOwJBzjHhSoWTnM15nWTr98hB3xQ9a9zrxEY1SisYrytc8uJv+QCnqM8LHfcabY1mSwDljwgFRRlGnCtB0w5gKIoAssq4XUVYZSka2pqVSwLS47ifGIVvvrpVL/eZXdqNby9JSzgSbur2yff5ymmmDV8qrFxCAJEK2MQwjMqsXYHfe/REp1IoUzm76GapNN9Ui1Jhf1pj9YApSx3W6xv7+PaZqwWq95iIQA1OeDClQ0F+ZJQkDhz/LChQv4X/7u7/DjH/8YV65cwW9+8xucPn2aUpVEvWKMAbEzll2bWbJLEoCpxeSiyMVGgeYJTIwrkQxB4u/ohFLY6OSxbT5JiSM0M1ozQrbKTfPOVdvP2SYu5ZyNcd1ia9NY5ixO4DaHT6MR20OA2OQMhRSOH9zff4hTJ07hr959Fx98cAkXL17CieMncOLEcezt7mLcDrT9scrSMIzYbgeb4d4Z0A4G8EfETOVdnt17T7yjrUEylNqSYLGKVPBxklrX0HK5pCdg11kljWRPSh2khGqc7n6jXHYEFuM0YbtlTCyTYthkCJplzWKxwO7OGqvlAsN2pF1T7LFaraCqZl810DUhdQbExTTKA6ZScHC4wTiM2N9/iJ2dNdbrXSyXSzz77LN4/PGn8MYbb+Grr27g/fd/iStXruDBgwe4f/8+7ty5i1t3buODP/wBjz32KJ588kk8+ujjePKJJ3D6kdNYrhZYLhfY2d3lGeQVAsy7rIFOuiPEEsEV/+0m/QDX1Xa7rSOQvbF2vVqhTx22ZbT3MLYRCkiwedNy5L8xvrTkul2P28UROBbxhsMWL71s4SCcpe+A5WJhFaRgFSk2TYrCKlE8I2Ps0PcrxNjh7t27+O1vfoPPP7+GZ555Gu+88w6eeOIxnpEGbP2+NRmJEU31XDV5k+nfGYMsaQugJZt9pejgxMBIEAMivukVNrO6bUQSsNIybMA+CBcsLXMMeAQDaqWZHDNowsAoGTAfKceswSndCAnFmK/2t3Ckb91+UCJ1Ini1hI5aBw3JwJdgKgox5klMZOug1RkRCeambiJjsbFB1uNMRmIy/UoMCGqWOOLpsOnCShNNSzI7Eb5FBcYCvk4MEQjukQgDCI2x8czItTVldvjzm/eu2PxSF+TH2CEmrc8HQZDHqTIs3u3eMlStTRHQGcg2XdZ80bmWKwZOA0muYS2tYYRsb+usV+GUDUARIr3PpkyLhmEY+FyCALn5ZbqQu2TFJo+125nejV1lnYGj+r6cHagA2QCLs1YcUagGqghstSjGgWa/nNjDn0crzyI7+GqlYAdklekTWmHs7OwgpYTPP/8cV69+ivv3H6AUxb1793Dx4kW89dZbOHnyFELskMsWQITx3ZQqFE7oaDOnHfwFCIkGTCVgmLaIUrBc0gQ4xohhtE4/D651jbhVlgE/D4IFmPs0+1qg+F7NhqVUWYqDSdjzQQgk1t2H1JhuFWaxTGDaNBuGTmuoUosnHkjBnGWc2LQgQSApIRrQiKYFggqmkjFptqSxsNQUbe8C9RCeNxnM9aLzRgwHwaEUWtGExsy4xCbEiIVpFu1KQYTYmAYHNuIxUooljX5NpTKTlJNp65YNobGepRyNlWVC1SuarmqxWNAqaJZYOmM1WZOL2LQDKcZsjBMePniAY8eP4aWXvo1xHPDBB3/AarVGNNas6/rKJnNyCafERA21YSWXgHEaEaSVsN1aC8pn4CJ+GvY7e+OJtyUAM1cE7tuCYciVTad7Q1vDMXWcXFaY6IuxdsslGbi+7yp3XRkSiwvV4cHOLnB32/NUjOOEhw/3sV7v4fz5Z/HySy/j+vXr+N3vf4sTJ4/j+3/1V1jvrfHw/gPqSbXFib5fYLFcGhvUY9IRruP/einSWeHGZNtnz4Xdt3ZtZVKMYapgPKUOq9XKSo8t9md49cbWtwEUj30shAPZ/BOr1Ah2jzP3Yuw6jBnQDZvcvNIxPpwqGCy5oNvr6t7yxrSosbKj1GoP2Bwe4n56gNQl9Isey8USJ0+cwMmTx3H27FncuX0H169/jo+ufIRPPrmKr776Cp98chVffHEDV658jGPHjuPRc4/im998Hs89/w089/xzWK+WvOfG2BYopuwSOZv7buSHWixpABJIXQ8IMco4joAxbb4nx2HAmBc2glkrK1eAWiqeSyZ8kpgI46XARhpaFaLGFjQya/6lRsEEGitAax23Mexe+ZmXwGMAgir6uLbK1RZXPv4YFy9dwv7+IV559VU8++wz6Pseh5uN2QRqfV1IG5dMmZpPxStVx6jKfhUm9gA0m26YazrNGzHmgV1VEWF+dHWiCv9rNgYK4l5yqJnAZBqcYME6qtSROKo48j71EPFMNk9QuGda88JyMOIiZEf6xUqQvoBrAAcPWYKnVEuzsA5kL3ujWMk9eLemzJg2rZlAsJFukBaci5WwAwqyZKSSKnVdS8kWxpxNbUDVBPeBwat2oBbvhmPQaYum6VBFZl2F/mWZjANqLQqN1gEZZwtY+Uw6Eyj4NZFNZRNFLmApacby+v3ndefW2VmZnNkC16MzaXl48HWmkuuMUhfAz+cUN8bY3svAhVsWacksOYwjVnZYuBWB/w1ZR24w7w7MviYC9YlqpKrfTwqOaS0FKI6MnqRvhW16Z8WjPyLe02hG4whYrVY4fuwYhnHEpUsf4MaNG3XTP3jwAJcufYCrVz/DiZOnsFqtsf/wELmgMlp+PeM4wKslFTQCLWmyNdh1ASlaU5M9e2+gYaWAe6CugwBotudjp8v8IKpLSgDY6MuUSgVec8uf2jFsjTCezJhcsgJWaDPshe1vNfBwJCFUfs4QIyL4np2xt86s1dLyEUbRGupMbqGFYxydZXThfNVZzwBY13X17T2hcu2nGiO23WygfY+d9ZpMZLaDJTIhqXshtETSNmJNArN1xQsEMM9DaJOquCk17/1RttQPjmma0HUd1us1dnZ2uE6mtnccIOXMCT4hcjSluBymcEDAg8Cy5HPPfQNnz57DyRMnsbe7i4PNAf7yyV+wXPZ1DN1qtcJWNthshnpIusFxTIC7aVA7qHVCiktyjnqv6uxzmdxA5x3stq6iN6LxMx8eHqLkgsVSIF1HaYTtuxgisBAsFsvKSo4+M9lZ4pQQEKv8wdke5j3NL2+72eL+/fs4dmwPP/jBX+Pe/bv49a9/g9/9/vd48skn8Y0LF7C7u4v79+4hxoDViozvasWpKz7mL3VdHd/qQG2aJrKkquzkVWpTvcHH74szhdklIFYVStb8MBkDztnyreNa1KtzQJOLMW6PI8cWcs0vLE6KddkWDNOAOLLzttqRZVbrDg83GLZbDNsBfZ8wTStM1oCDmWSHY/OYfE9WbRunEZvtBuWBok8d+sUC6501Tp08hccffRzPPnsezz3/HD777DN89NEVXL9+vWohb926jWvXruHTzz7F5SuXceHDC3js3Fl8fOVjbLabup9bQ2FollDFm/aoR04ICNEbZkc7c5hwetKRlS4Ch4e0VBI0OYtrtOvZXQmSFrgcH4QQ0ffSzqyaEJuTSCnm/2lSnGqVhKqN97MUaJZKANqUmkLCKZke8/btG/jjH/+Ir25+hXNnH8Vz3/gGjh071uQqxUkUbaynJ6ficbigiNkDoTUkejMiYz2JvRACEsGaVKzr+zuCRtW1IcEOmVJYtshT4QcJqCxJzrnOTPQAEAONLYdxqAHeb1AriRG5uwE4ckKAsgU+W4YozXbFH5TrYyDzDloCpuLsIFjaFKGGDcYwBRexh8ASEowB9YDmc5jHEaXEWacwmUJqC4HRSvvoFF3qLAi2B8T5kS7wNhbP7BICzNZkbDMkvYzH1zEmFrQoUi+56DwAu96Cc425WBsAPvqlZGFtATqudZBczcgRADuItALSgKkUbIYBLj2oIGb2LJuGzsGhHfaFjQye9TJZCcxqQhsXF8z4mDjXu27HerjknLEdRsSYsOhyLTupGCdcHM9R7xq0GMtsLJw3Lvg6MPCjlk2praeYWrkn+xQPmIAZtHhSCzBCdIAUI3Z3WZ65+umn+NWv3scXX9yo92Sz2eKzz67h0qWLeOaZZ7C7s8bdO7dRRptXGyKyAfxMNFlBrGvzyLBSBylrlpi6fsEELCu0GFMvYnIB1KQBcMYFZrybTXvnWWYDgC0wtmkp3oBWGWoLRDWRK8WYysj7pd4JWur6rt8aaRdUcmPWbe/EFKA2H77zrkl3ASht9Kc3IXhGH0MElHOf63VK+8weLMdxxGazoS5PWGVwe6EAcHSjsBHNu5IVTEC86zxGN3BupSeqPdo+cI2siN3vybVXQCiBjWu52W24cTtECATUu+3NhkmA5WrBhsQgpqVSxNRX4Iji3ZPiD5MhU5RNRYWaQFVObTp//jx2dnYQYsDB4T5++tOfsMP43KN45umn8a0XXsTOzh5UH+LgkIkVNYrN/NiBYUgBHLnMqkVw143agc/4xqaeiBAsjoDd/hI41xeiyJNXKzLGYbTPyXL8VDVlzo63+DHlmc1XMV64KqBcZ6lEGC5PEmp8c5nw4OF99IuEb73wTQzDf8G9e/dx6YM/4P1f/QpnTp/GuXPnWDm5fYeHd+yq1YvHQt4YWxvGPOY8YRo4Ii4ETnJiWU9Nv8zE1ZPYWtWozhk09C4T7dVGi6MupcklWzlWkVIwXWxGQcZ2hI0iJPPMAQQJGgEZBxIoNuc9mgZzMiumw4MNpnGs8pNsIxgVgBQ/M2EJEtd6ELQGrTxBNWM7FgzjgGEcMA4jju3tYbWzxoULz+H8+fN47rnncPPmTVy7dg0fXb6Mz65dw81bN3H107/gs2uf4re/+S1OnDiFaZpw/94DhMCzdLKmT1hC4D0MDr5c+uGyO2IP6xrPlJJ0MZHcGidstmRoQ4g16ZymjL5P9bU8tiTTHjsAY4OmJdgh1koAn/9IrXUlh0rtyIbyPPGzyb/nbGPr8RCgBHRxgdV6gVImXLt2DX/581/Qpw4vvPACnn/um1j0S4zbAZrR1rnPgldeQxtpaQBZlOV4TwZCG00KoBIHIQQ2x8w5QA+evkmdTallGy/BBurdsllVOJL2JhUygu4LprXDMliQbk0fs1KEdQrVmCcUt1JMOguGUvcmN0MQK4fZB3S7n1I4SaQwWLmPIMsWpYnVLQCK2nk3y/4tByQlH13PhtnhYJvHDz7Lejyr9szaGUNm5l56bNkLSzEtGHv+GGJEMB+ukr0ZBG1DWOk9poCgPtbKmoGi1Fvmz4D32na6g4kgSAA0ZmiZKhiink7rIVlyxqQs0UTvIjXQ5LS3s798XAZ+izdPzbrTAr85/owBJ5q43g88Z1lKKTyEPOhWhnCqGRNZIkHJbjzv16H1OeaSgdGukxdz5DmFGOwewVhgqY0ovH5jrkNjkv15hRCwWq6wt7eH7XaLixcv4sMPP8SDBw+OMAn7+/u4dOkS3nzrLbzwwgsIMUErtchEQsCkKyUmC1DXuUntXI0L18IQWLH0Qm2aBHp1hqolbJYPeTL/xuwTFiKklmtag5U3B1VbFAMx88TALho+AquUgvWajU0+KagUykmo+elqJuuHnE/R8Ya4+vpwZpibUkuu/32aCGAoK4jNlknEDjwmGvMkdR5nIGQXAJou00rLSkEKoBSUSet17+zsYLVaQYJg3Ay1q7myPR6P5sytd7+j7VmfqeyMEIyR8uax9tlb/1aZ3ffFcomUqG/bbtnEslqtEFI6sk4hzXPSmZOUCC7KROZDZMA0FQAPMY4j9vb20Hc9xmHEpUsX8Yv33sPTTz+Nvx0mvP7661iubBTbFCFhInM9u68x9rQEiQHjMDAhKCQWXF/ojEeIZI/ziMqo5jIh6Cy5njJCDFimle00m8QUqDVzIKQ16eOBJ9mqT7V4waYit5sKMdbQV50ZHGoLG5ru3r2Lvu/wyiuv4tPPruHjP/8Fly5ewrkzZ/Ef/sMPcerUKZRScO/ePYzDUMcDejMZD9xm7QK0Ssjh4Qa5ZPT9gv6czmTZPcpAnUhUpQcTZxXdt6cAACAASURBVKGjKBZ9Bx9r6rErFzDJGUazcvV1SdseQSCpEbwZY6ra/Cnm+rsi7n0sxnjx/bu+x3q1QoxS39MrkNn0l9FGkrLi1Eq6MQaugayVYd4OW9r6HOyj6zusVyucOXMW588/i7fe/C6uX7+Oi5cu4sMP/4QvvvgC+/sH2N8/wBdffGHVqYydnbVDBXNb8HWA6oXsyazrlAWUNvRdsoSNZ9KUObO8lFytd0opmIoxuxKwu0uQ7gxcShHL1RrjMFaAOI2cW68a6vnpnsk+U9uJHe9g7/pFZck90YzeqV0baVNtuFMUxL7D3t4u+j7hs88+x0cfXcHBwQEuXLiAl176Ds6cPc3PPU21MOYlaiZqjT3kt+M2rSwrSYA2GpEEi9v1BaSqS/yarqYGQwN5FezBzGfjrAThoM6BnF2ko/I5Q+bdTlIEoQJJ7+Y2HZaA5t6Gdj0r5euo73oLxK7dCrW8CC1Qm2wC31yaURQI8BK4j9tpproOrqONMhMBipAZjGJTC0qBF95Ycmtt8e4LRjApxsYcPVgUqLqBOve2WszMmNTgZZvZbEsxn0ZnSC1xliCIoKg9uxYh8H2YYaht3GJWBXaoZwDwSRFEvKq0AehSB6gcAb1u1M1xeKkCGrUgBiNp3Qqo2H138OYNFgSPdggIrJvZDofAMs1oJexxHKltSh2CvQYniphVipXxo7FsjucqrnHgaCBEneFSMjCuPypK1jekWBMRT37m+yLnbNZiWtkqbriEnZ0drNdrfH7tGi7+/ve4detWDcC+V3LOuHfvHjaHB+j6HqnrgO3Wly3mwurlYklvxGGoP3fdjbNzw9TGj6XEw5sHY6nryX/fAwSNhMkEuP+pB3quOaH5bD28UNdgZfWdtYbWho0YI1arnVkJsum7agUicu7q4SHn16aU0Pet3lFB7tS64YMAKQTkQi/FFL2pYGJXua0pVcVms8E4sGFhuVweYQhCCFW2kmYefM7at+fMJNKnViz6Hl1KHE+33daE15tSWowqyNkZVW+U8QO0Y3UGalOnAK/pB2mg2cuppVAHOZmEIqWERd8jxECjeC3oUodg/o5Zy5Gxe8zkWmINUB4zGlsLDYixxeXFYoG93T38p//4P2JnvcbFS5dw48sv8S//+i84cfIknnjyMa7X1KHXjJwXzTYJR6UWk9kXZWs2IgcQ6pQgi14exglIc7br9OSXiZg3ZLm0IMZoTJ0nUWLnREu6UozQmhQ24qKysjVjFo6xtNjjz/Hg4ABffXkTTz65xBuvv44vvvgCP/rR/4V//8lPsFgu8PZ3v4tTp05BVXHnzh1stptaThfxsrLA9WAitL7RQi/E7TDQVzNEdMJpLzFEPp88HdmP4zhiHEYCP+V5sOw68/pUW/OHONw/xDROSD2bdJpMikxg13cIMbU50SBbmlLGZrPBMGyx3W7YAWzXXE22uw6L5cKafjb8vcCZ8GqPQCJZsykXnosGSGKKEAUmbU04EgSTFmwPD4ADxf6DfSwWPfZ3DrCz3sUjp07j+9//H/Dmm2/h/v37uHXrFv785z/jF7/4Ba5du4aDgwOkFLFYLNuagGMVAz0hoJgjgKqaJVWBN/qFCMQSa0JNwsO8o21oxjCOGIaB2klj2Uk5MTmjnlGAiXrJGAGdrAJoax4SLDGibAhwLT4rXZOVrb35jIRvhlo3fvbztzZI9Th2bA87uzu4/sXn+PnPfoYPP7yMEydO4vXXX8fTTz+NEAKGkU2wHrP9bMy5xbkqNYIz5S0eOFabkyOMlcRhqU+RdCwEbAhwjaCDBUPuimrVkyJLff5WwbK+qA4Sxf+vZk2eobsORyQgBWoPci7YjlNjJGsAnx1+ojMLB2cimtYqGiKfSsY0FtM9gHUKtQAKcDOLQIqJvQvghrBE1sYSOHK0a/A51h4Q1TIr1355p6WbgzulWA+mbCa1ng1ixjAYAKlBzv7cH7pbEjnLV2dqF7P6KK69cy0TTG2roFK1QIQO/DEEY16t/KoBav/OmSaxgqmK5AkyM9xn0p+nBxdnonlAhHog+DxzZwr8GULZ6dd1yQ5RK3uJB292sc3Zxj4Ilt0ClFnk2k3pQZASgVCZTjEgLzZHlvexZVRf15BVRhWl/s187ngwTU8xlpMbERwdiQSooIsJx45xUszHf/4zfn/xIu4/eEDwYPsHIHC8dfsWbt+5gzxl9KlHkoixECRvho1lq4L1al33wxy8+lcpZPqc5ZAARKU+mL/u89mdveUkiJy5a2MyGyK7H7W719+zTFUfWNeptGxZlQc+7WbcnHbEOJAdrPOqa+MYzWuHYYvNZlPvvTOPwGxdqRozYt33gaW3rIUer2qDlUQQvbMYMIF+RkoWmQSm70SNF33XI+42+xpninxcXrBqivsXulE3LTpoht2lnmDQ0yJnt60EKkKrAqmHknVfa6mdsr4G3U/VG9Bq1s/SRT3AXbMIVcbOIChqU32M8fJDIlgyKFG49oKg63vT23HeMkqBakIuBQ8PDgDArGf+I15+5VVcvfopbt+6hRDI5G43WxzsH6Ig0yqlW1Y/vLl1E5dL83zkoeVAdq4xtGRCaaYeYkSKZAtjJBMVRDANI0aQRZ7Moo2puXlJ5oIRW+TsGrHW7TXfOwrnqQH33g2WEHNOhRjjWbC/v48vv7qJk6cewd/85/+M7WaLf/v3n+BHP/oRDg8O8L3vfQ/Hjh+DKnD33l0cHBxCAiUkXQgspyvBzDZvjb2O6Pre2FdgMwx0UiiKxYKj46RYAyNISmy3I8ZhgELYzS0so/IsKhhVcXh4gIOH++hSh8VqgS5F0zLzOcDO51ImALQTG8cJxUYa9n0HGLiaLJkToR3M7u7aGitpGxS7jmCoKESsKTUGhJSopXUGVRpI8SodZSxm+VbGKj0RCPLBhMPNxtjeHsvVCqvVCufOPYannnoKr732Gt544w384z/+73j//fexXC6xXq/R9T22wwAFjdCHLbWf/WLBfabZrOa6I9pol0Ul05t6aZ3nIxCDAuojD80JAu2z5FywHbYkOAY3GtcaQwBWbYNa2T83vMCYSwbP92zOrr+VKvfzaq4nfotFj+PHj2Nv7xhu376Dn//8Pfzyl7/EcrHCG2+8ihde/Bb29nZNAzta4/BMRy1y5HnAk2kjBtyZgqSKHjmTRVrTYRGeeoAyU/MJERKa3qkCGOX0B58NaVEBXt/3DKdSolaa9CAR/OfczTWIx9CASLO0ODo5pH5gf3DG6kEaNe3XlA3csFMZlpm6XoQsgIBAzYFGQ9gN6HkXtJcEOH5o3r3IzVGBoIiJUNshWz+qNpDYDDBx5OvrBwVZLwPO0g5tjnnMR7LpwicKdooHBDcBVzT7G3uuDOL2rEKjoht7LJXaDsZSkVVoWjeylWRsOQ2kyReiZ/QBgFLkHmq3Gw/elDqkrmMnpqKKj3l4z5pupJUbk5VQUteh81Kl30NLcpwdFfP745qxDY/GOjkwCsYUUg9U2GIIac/GgnTt1J45A/h0B9+Afc8S7W9/+1v80z/9Ez67dg1932FlXW/bYTLWaIF79+7h6qef4vat25yznDoM26GynNFF/7420Z5/KxGj7of6r1kmOc8gG3CcKrBo2ql2X1p5jIFxGEZrZuJ/865QN70dXUYQI5arJby0Tw2iyxLaazvbySzeDy2Wf1oDXJNvKDyghcZqqzW3uZRMWwzKU65NQ17eK/CqBer9DSJIi0U9LPx1PdYduc/aGEAvtXZdZ3OFA9hQ5vdUfRdZjJEKmIGmfXR20wO4V1LcCzaEUDshuR4Sm/y0MZIeI2CJvtnD1evncw91nYQQsFgsoF2Hw0NgGPbhWliAU0z29/fR9x1OnXoEZ86cw2OPPY6vvvoKe7t7yFPGV1/dxJ/++Cd88eV17O7s4lE71E+fOYMudW39Jge+WvV5Hu+9RE+tn41NswSZcqBkP08zI+15E0s7I1QZCzcbgrYQopVOc5v45fKlGO1RkA1Wozs56naLaSpk4LpWqrt37x5STDh79iz+5r/8DSABP/1/foKf/vSn2N/fx+tvvIFz587ipJxACAHb7dbmmWuzssswYFOwXHRIiSDNgfY4TcBmg2wWMKPpaheLJWJPF4Np9EZUlua9YaLkbACtoF8ssLe7i529XazXK5OIZORxgopi2G7r2cjkhXE9SsSi76vMgfZIPBNijOgXC94PABFtgpOz8nQXYTxwn8jaeOF7CyxZu5RBBAgaEUIBJFh85e8Ow4DNZoP7Dx+i7xdYLVc4eeIYHnv8Mbz88sv44INL+PDDP9k+MQ24xfpx4H3ZWe9g0feY8mSjXb3aEWuy6usDEEzWYObBMoQAxFT/JsZYNaTB1q8qMA4jDjbmIWp7viZEQYDM6p/LKqqRvbbKTcUeYo4RmMV7tCrfcrnEiRPHsVot8eWXX+K9936BX//qN4gh4rXXXsWrr72GkydP1uc+WTKK2vuh8IbhGRldv8QTTSvFV70/WtJdzxwAacyAGpBwW55oVgcw8XzNihUIIZFRmmxsHZSC/tkiqTpGP6xBYJdnYEdBS4VQAnLWI9myjzKMiFCGQ0zqh6g3bLiODYiBWX5W0/EFW8wVMPhhZIdCMLG8VL6gInNnF0QZjIPQg6lIqTc9SKhaEj9oJ/baAAiA+QfS98gaAwKOHNb+AAy5wo1FHdiQdTGLFiM/ybIVMyT1B8oMWaWBvwpkeVrae9H7MKuLse26wKwMJUBgTEo4ysqxc50gKggnGkwTs6Fqr2OZp9hnDyWiiIvY1TZLM02FASKElvVMhXqkgtZx5muC9hGhmlu7KbJf0xyci+1sSizo3cWqIkvATHIsO7bDXb3MPmNsVBuTzKk+gERykjX4SEBKNGLdbDZ4771f4F/+5V+RQsRb77wLaMHlDz/Erbv38NSTT+HRc4/iL1c/wUcffojLlz/Es88+y/KyAZwuEkz1fW97xBtL7Jlyp8J1mf5FMK8VbJQCy2Jnelxt4MeDP/yOVfANwJq/8jRhaxl8SmQZgxkskwnnOkyJxu9+YASRmuzEGOkxVwpyGZHLBAlq1i+d7TegFB/X16oM/Pt0pNydusSkwwBqKa7VaZWMmJJpsF2Ckus+8SDpB9zXG7rmyaonVmJJTS2/gt35IgQGPiGrxldxCUdrcilmf8I971rEUBM893/0g2sOVJm82HvMDsEQAlKwsYVBwKp1SwpqGU5t/aBVyZnosYwYIBCJyJqxHQo6ycipYLFY4dy5c9aYxL+5e/cuPvjgA9y/fx+nHzmD1197HW+//Taefvo8YowYx20FXqONfGOzISrBoFpohyW8uDYMDXXv0ZJqBIKiiJp3qcUWa5zilK8DHGwOIAKk2Ns5MkEkIHXsNm6vHui7Cteek7E/OOB89eVSEYLZ3QRg2G5w+/YtiCjOP30ef/e3/zN21yv867/9G/79Jz/FvfsP8Pbb38UTTzyJvb09xBhp1ZObSwltqVj96GMPEcFQRjhZkoQ+qtvtiJJtz8aE5c4aO+s1+hQxmXUMxKVL0ehEJsjLJWPl7s4OFsveWGAgxhHDkOtknClPtYuXjD7t5mhG78B8QrZznsB6bM2ugZYzAjP6F6v+MWNBSARHGR6btN53zhoPNd73aMkk6voks1nKyPn15RDDsMEwHiIkwd7OMSwWS/T9EpvthmXemfSIshJKLlLPeHwwTMhTQdcneh5bvHC9tR2RMIUAYjStM1r86bqe63EaOc7Q2P46o12NqDHGujJ3hgEEmEm/3E0gg7yyT6RJULh3qQAh2ZknWCzocrC7t4uvbt7Ez372M7z38/eQ+g5vffe7eOedd/H4Y48jCKsJU2b1UG1qWi5j7dGoMc2VRgaEA1qSyfs5b8a0b2lVxDTXAEFd3ErsUyAQpZZsyk1on4uiTJMdasZC5Vy9HB0Y1e1qgTrno7YcCthkBc9OAG8msZSQZXSr9QNkKN17yQNgLopSRmPiYH59s+45oAV9BSS5/pA3RIWaQtdHzFmYaNNvNAYcDUFHeLpmbeL0exDUp2OMa/vrdgcUPPAHMyrvup4HoAU8NmN4O3+p90X9FqGxucXAerUFKgXFpuJQu8EsaTTTZJ9ioNZJTTYlzTJA0/irmp+hl+/tWsSMxIV3xAXHzu5yfNKELMWytAIEWKbtDJnWUXha8pF146bfgGkLRa1UpTx0BRXkVirdfrdaOVky4axkzbhsc5TcOu60lKprc2DV5jTbMwwM9CJm+m4zaEUEX375FW7c+AIpJrz51pv4b//tf8Pnn32Ghw/3oSHhnXffxbvv/hV+9KN/xpUrV/DrX/8aZ8+eNebLWKeUyNCqa/yKBdbZqql4sYF7si9T1bCpJULeqKJHDlAc2W98Vo1NFnMbiGaLQpPyhTGcM6BlrJqI0LjbLVCs1OUawqLTLOvlwS9HRnWarUae6r4MIVRrJ1hAjjMGoJUfLeG1pDK5dY81Qfh9clbSKwS1wcq6U+1dfKokXAvnfhPOxrSu2cYMcDQkTONb6r7U4v5pFgNNizVMPLRjYpZf/XBnTQVQJaALsU2fqJWNUu9jtOlSqg4aj5ZpgwPGUipQ9m5cZ95LKejsPo3jRLNiIwUmm7qzs7PGuXPn8Prrr6Nf9Lh8+TIe3HuIu3fuYRxojzWMA764cQMC4MyZM9jb3avWR9No1iAtT28JQpBaHvV1ybOINAFAgsC3rqA1DU1Tq1IEcR2kJ86zPVIayzPfCHVdhdZR7OPhiioODg+gN3kmPfnkk/j7//r3WO+s8Y//+H/g0qWLuH//Hl599TU8//w3cfzYCY4mHAZMmSVojbDzimdMzoyJkzF7i8UCqgVbA3YitPRar9ZYr1cIIbA55PAACrCLOqXapMC+RGPVi+Lw4JD6STPMD2Lm7ZkMpdr+6VQttrNxNHYd3QISE2JBwHYa8PDBQ2yHLc3Hl2uEGGpCyoSbr1PU5Sat0ULrz22vBDopCBLlNFAMxT2eC2Kg9KOUYiw6K2ybwy32Hx6gjz0bneraKTWu+XP0hl6oa/J4vyUIEIFhO1RSxfXn1EVzFGGYtO7tbIxu1VBanAnWYBIjrZd8PZXZXvc1LnD2sEmOKtsIAkgSL34uCQDXxZKlPXZsDyEEfPbZZ/j1b36N93/5PhaLBb737jt495138Oi5RyHCrvBcrLPciDgCc67DGgdnbKPjhZqsfq1qWskxNB1kgCBVqwejWb38y04l/jirHyjOyjRGQKysUlTRGUukdlg74+ilHv+99jOtN7gZN/Og9Asl7Vrqbi+qiAYYaFA9UVdlfk596hG1HSbzBwkYK2jltRQT2hksyGPTFQRj4/xZitBM1tvpA1q3KlkEmxAwcEZuCAGp965X3riigFpXKwEJM5WcOU82WEYAoGq2PADOdZheFvfrqo0LsIduhw6TBGdmBdtpxObQtGUpmfe6HWICdH1npSOpz6VtUt8JBa4d4ztmuI6tZE6MiSmicxZxHKHQOm93vml9PJ6Gtvm7jqBpMtAkIcym0ihUBVqDvIE5X5i+uWFzQYOvO9ptlNLY2aIZTjt7aUFMJuqbmxYI7VBPEpFVMUw8CKHAQnqkGLHdbvHJJ5/g/v0HePWVV/Ff/9e/x0svvYRPPvkEDw8OEELE8RMn8a0XX8AwbvHgwQN8+eWXuHfvHo4fP871EAShS4hdAqSxXb4WdPYsgQhFqTpCZx8Jymn70XWd7VlrhtJ5Q48HAjJfbrXgQJKl0Mbaefkt6NzjywDVNGLYUmvZ9701L0XTMwm7cC2Hc2bXBCNQSHVtEGmG2Ag0QaYV0mQMGhslHIz4usylQG0GNARNED+NNQESZ23tPrrNjTddBEucazpq20DscOTYwgm9TQkpyoSrsaGoQNLf1H37eK8SUopVu+QAvxqAu7zCnktRKoaL7X04MARQHFw6OHJmvADZOMV6oNaLMxbftJIQG4dXMiRPCJlAZJoywY4xej68YTsMWK1WuHDhAp555hnceecuPr36GY7t7eFbz38Lfd/hyscf4f/853/Gw4cP8eabb+DFF16EBHb/hxCg0eUQM9Y6Z2Ca7V1vxqxyGv+o/nzI3vqEJD9o6aGYsbu7oo7Qk3j7/FW6YgenSEBKApEefqB6NzQTmCZjONxscPv2bQgCzj16Fj/84Q8RQsRPf/pTXP/iOn70o/8bDx7s46233uLc5p0dVgvMPD9P1CnmXDCZHCbarPHFoiMjeLil7cuqw3q1RjInjcVigfV6jWFmSVbU9OrRdcWgD3Ih2woFup5rMNmz7ozZ99LuYrFgF3BmV3advBRsHr2SDBonaq/7vrdRq1IbLaPZ/ii88WqqINZBHLIPj7BzbjtCYwE6saQRphtXIEndnwIOl8hKa6btZsC4Gm1U4qzBUZ1qaDjjcHNYGc7Fkmth0a8MiBqgUkpxoBwrSscMZn8eM7La3HFtcpUQgtkPFoTCPUbzb2DSmXUWnNhgIMllMpKIa56aZbM3qo1+lDIEi8f9omP3uAB/+tOf8P77v8Rfrv4Fy36JH/zgh3j7ne/h0XPnkKeM7XbDpkfDZ9CmHxVrZPJxgRVXOAElXglo+9BjkyfcnqA7Hkr8IR8gAZNUJmBOc/j/5AcFJJrnGGhz4hm1AwOnOF0TMOVmp6GWDQgKIBSp+ofkm9khFQjuWOZ2U0xFsWHyarX8qdBrTQBotHJ1DZqAqByZzZg1ow8RUdTAsXU+q2KyiR3srjVhP8xOwDyrpGhlJjzzkVmWPOWCCEGcPwh/mGgeU54dh+hzpAMgsTK9rJLOWDO141akzkuu+k8tKGoNHRJRzMuRYAso1lofDeh2brUETuEoYq7x6sJnX2ROw3vpIcLzfi08uEa7/1pM56UU/lIyEGp5T0Cd2daYZ7/+ZE0/zpBZ9ODntYODhwA/c8dly2aJwlIXxxMSsErgHE914Nnxenw2slOIjaXhug0QSHKZBQx8R0Bah1kuprcCS/zTNPGe5oJxGPHN57+Jc48+ipdefhk76108ePAA+wcHSH2H3d0dHD92HN/61gu4ceNLHOyTRdiOQ7WrEKJbaJlYujftkUCQYtPlFnW7D0Fn5WNnRsc8VQP3nAtybh2FIUQEDdZZzTVYsiLXwMlXar8/0+VMGehbmdT9LasHaPEGszQDtIoUE6aiGEtj7NzZoJj0glKCntq2XIBxMlA4QpXaN+puWpbedR2CWX41kGbPMwQUA9SKUhMMtzqhnmrEMGyrNCal1CyxMAe3fP6dsT2AzaE2oBw1QDMTQ7+Dfv/EdHsukdhuBjx8+BCHh4dkFVJPY+T10ixzjIEBzHexQEoNNhVkcw1o1XAB1jA2trnGbv8DA6SdMbHjONaSoscnb/gKEu07WLwzwb55+S2XC+zs7GJ39xhOnjjF5qW+w5QLFsslhu0GVz66jAf37+LSpYs49cgpvPLya3jmmfNYLBcA1NhOAxJTxjSNdvAxCeXZ4VUjnyTj95eHe4CDoMhmJ9PMdn2P1XJpTQtDjWEAqsaMwMPLvomGzTPZQq1eeAJQCg4ODgG9BUCxu7uH/+lv/xYvv/IK/vt//xl+/OMf4+c//++4cuUyTp48hddeew1PPvUUdnd2rNJTsN2wI3+z2WDYcva8loLNIWeP52zd/jYIYpom6CYbEz8akOdc6JIn9H1XmVLaxVkCLixD0zfZvIy9wiSMo8N2AKzhKU8EYVPkzHsRgYwjz0wI9vb2sLPeobG7JdjRZUmVSTPsYHW4YMluCAHRmpmcbKIGVSAhQ8SInwl1nXpjS7BED4WVzTLx+bB0PlmilSihUP5vJ6PGcUJKBG191zPBX/jUGQJVCUJPTNNFulaz69n0VoqiBOofKQ3gWsxFjVWSOue56hELMJonc4rdbM4712CKCRnWiKeZpeRCWYCXxPvFojKmQMFXN2/h0qWLuPTBRXx54wbOnDmNH/z1D/HOO+/g1CMnDTRuq9+sUfmVlKtm8I4VXKyijU10YsADn4C4p8oKTdbm1QsRQQrCbqnsJergs2/Zll7gJr4+VSPSbsDLWNbQ0Loq5+alrskiy5HsQMrFjRlbiTGjNUO0D2nTT2wBwWxb4IzVVOzwjEjSWMVq32O/SybAF6cFdgu61BaFemOC+b7VJpni3U7GoJLmq0DTg24VAYcAhK6ykR7w7SlW4Fc1iArLjrgpJ+8YN+udIgbZPGgKD93567jOS+wB+gYnBPDysmVGfcuug5gcwa5NZ8GylQB4AIUotaGoltPQSsWUDDb7IABIMWGxWMIn3zhTOuaj0y5giYR9SAIeD+JoTAPXC4yZKTXrlBkg9G5S/zwheDe6sWrzv/XPodTquDbNZQfFXsO7wR3Q8t5ZIJwycsiQABw/fgK7e3s4deoUIAzMBweH2G632O0XZtYbsVyt8Mz589gcHCIElgdZmuiMiWgdVAJno2zdZgcWTYsT7d7OfVBt8R8x7WaJKwHwcvt8/RQyMPbHqowDPuKsNusUAr0sZGa8bOrPMiWCKwmR8aMUy6AjFCPcdDwXQHyCTdFaigWA7XaLg8NDAByvpeLzaZ1dpyTFf3+sYAls2JN54Cum8w0owsPaJRe5sDGilEJ2tnAdh1ksKZacqmq1/Wnx0NaqsecwuxRnN4OxNwS9oTKNAGo3MveJ/U4I5jtryShwJB7mWfINoIryCXylzpH2cr5AbBpSY+zmHdCAC+YB16Z6ycxBKL0eufjGaYRuFHniOVBsLdy6fdvsfI7h+9//Pi5cuIBxHLDZbrBardF1nEBz/fp1/PKXv6zNUX3X48knnsSzFzi7ve/7uv9DoLXUONKqKk8TtsNkrJhLYRTjwt0V7BkZA+Zhl+tPql0Q5GiXKervcs/XcqcBGTLqkyUaW9y+fRvDOOHkqZN47rnnsbu7hxMnjuPDD/+Eq1ev4o9//APu3LmD06dP4/jxYzh37lE8/tjj2Fmvsbe7y0ajGevMxpyxcv1ojgAAIABJREFUricfodh1HSCc+iICLFYrEhohoEuxAkcRmF60xbN5hY/z1icslsXiurHYxjg3t49QP7uPUlwsAlJvFUQViNiI3JjqfneJC+A9ACYvqrG1JSatTGtBSlgaZ5OWrfXIEYYiQJmynVHtmRFkT4iRVmYpJoyS6/WH0Na0xzw1CUnJ1rBnEjJJPI9CYGNP3/Vm08W/WYoij8lIpwKUUJNkFWP3tcnaUurQg+8VJBh4joQXBri9j8JuFWLo0CVLLI3A2o4jHj64jxs3ruOjKx/jo48uYxi2OH/+PN5953t48823cOrUqTrZx2U+jrsq4SNSr23+pcaaOJ7wtc6bYh9Vm95cjIETtMocjwoB1DRdwSxbLAbzD618AACpC+gTJy4M01gz/bb5wFXp1yFsjEk2kHGwTJ2zPp150Ba4XEtnr9fmRrpZKudzSggokT+LAqAQgLAM2RhHIYQ2vdzsdXPGNKkFWZ9ZbPqrGKzzTm1hAd6fGUzQDqNunQVoWX5CFOpamKloA462odwP0sGtcbP2qwQG9m7wcXoNe5INLOYlKLNgwdmrpqfyLi05auciIdTxZpxTWiDJyoAhVK2KFtQGIIpqDSw7gCne3RgRJUFlJl9Q79YN6FLfWNlA4ANVlKCgCxAzep7ldPXn51VQNuGLPrRDU9o99fUVXYzs98qmAog2ZpNMtvmYKfOFYjZEvFcmsfBSg0kAoGITIMhewYO0ugaXQX+1u673+fDwAN0iYTNsaoJC6j9XpgpgST6B2sboz84FzCZ+l2ibvCjGWYAIQYBSkOEmvrHqVeooPHvNZIwBx8VhJnr2RAtMzAzcVya472sJNoggKI1uWfpu+kC/bgeNvK+THcapepqpsDQC29s1uVNq96Y84eDgANvDQywWPbzL3+cWlyJVl9j3S4IcE9hH8++rQbDYIlYxzbC0UjSOVlcqQKv3xBmSo/OUa0XFgjI1XYJpIhBPFYwr5ppFtUS1lILFYoHValVfh9N/urqeZXbAJpfUeFnXARAI7hwU+RqPMVqHf+SBMo015hQ78LxM36oVtpesw5mfeTJgMxBUx0TPwzKBky4GbDcbstZdwjAMWC6XeP6Fb+PF77yEcbvF/gPOdd49fgJd1+Hundv41a/ex507d2pC8corL+P4iWN45JFHoKq4efsmbt26Cc3AarWEasHZs4/h1MlHIEuyvdvtFtM4VHlFiMF8EnndkzF400j7rBgJFkrIlS3ye11jijXuyQyo00asANsthmHAOA1QUeT7LA3u7u3hxIkT+Ou//gFefPHb+MtfPsbvfvc7XL58Gb/85cfIueDMmbO4cOECTp48iUdOnsKxY8ewWC3NB7HpxkTp5DHmCWEY4FW7kq0jvuvhM9R9YELXdXXSUD277fpVaWA/5Yxxcs2gxUgDjj6yF7PjKRiBoeoyJtOdq589ZuSfvPLkt7NVp1yYrjbfnEeYO7W0PZWtcjCP5Wrna4BVOJSVgdVqjX7RG+MOLBYRy+UCq501iirW6wW63kqqaGXXeo4b+RDTgnjA1oAD2gCv5FlVJyhiWkIXXBt+i1wiUQpZa1YTWl8A45STZ20CS62EzMBcmj2rzfYQd27fxt27d3Hz1i18dfMrfH7tM3x+/Rp21mt859vfwdtvv41XX30Ju7t71n1+aKCx1M7wOflGomXuZ4ojZIEdiWR6uUJ4flKhVRNNAa3ejMyEKjirGoCVBKUyPCEIzWXtNVKh0Wzw8ocHYL/Q2MoiwitEEJYPo+mhHBhRBCwQ6RBt8+YZKPGry6XMuuJasI6GgNUGuMNMyVHDPmxx8CduNM0JFQQrU7GOPy0QjaZni5W9CnbT3M6GC8/9sLTGH89U/T6ogp1jdj+KAWsfz+aNKwR2oR68ahUVdnO3RQ2Rlgw4WIDWhgI/FHwBUldqnpvmy6kGjqqnmpUXeR2CvktA1R25DQhfux2SvogA1KxOjzQw+P0vqkCeHa72bKCWeaUELwgWMbY0NBAj4NopaKy1+wmqBahaVrL1QkCJmjQwgLQGBv5aS3B87jk8CLi1iYHCNpFoFlWBCnBE5pswY9RmPzWMnJWrpqmssouUajB2IBBEkZZLqJWP/TlV7aa9ps4/J1DtgFAayCHrQqZJnaEzABiDW7yUeg3z59d0lKWuRV9zgCcjxkoXbyiyvQKp3e60f5hQJyRV5sH0QNZQZEcOf8/ixlQaE+YG3tEaCzyZ9EDpekdVNNua1HRaBAUFGkB3g9k4L4+AKSYsl5wI48HWv+dVBG+SiyG1daheicBsLVjil+nn5uU8Ly3PNZVe8p4H+mDRWYsCI0ymoMjirBrIiIQA15z7vqnXGbxD04DDNFUrmkx6oX4urqNZt76vI3t2ObfZ8lUXKwoJGcOWtimuZy6FDR4ysawqquj6BWJHq5eDgwOcOHkS7777LjabLcZxxK2bN3Hs2HFMOeNws8HDh/u4ePEiPvjgAxzsH2KxXCBFwXff+h6++923sVyvcPv2bVy+/BFu3rxJeUpKVXt5/PgxqM59bnnfik3yyFoqMIwOuJxVCdat7c8ismLiSWG2krrH0K0MmO7excHBARaLBc6cPo3HH38M3/72d/C73/0Of/jDB/j82jU83D/A1auf4PLlD7E5PCQze+w4VsulNbo4OxysesYpL94E4884WOVtLktYLDl+MkVvpki1OUyA6nlZTF6TUqj7BnaO1XIc2poOFs+P6EQ9fgpmjUx+NjXgSqBo3/BhDyQFoLASvTez5aPvB9RkK9p53aUOXd+hW3SYLEn3Csk0jdgcHmAcB05OSwuraDZv1ApcDRTSdmZ+7s4aVkqjcaAKzOJCbbjy1zYZB9lXs5GSptdu962x4wCB5zAMmMYRhwcPsR0GHB4e4OZXX+GTq1dx/fp13LlzG1POWC1XeOrJp/Diiy/i9dfewLPPnsdyucBmszWmmvZ2jJFHJ2S5K4h/NlZFYA4eMoth/P0Ms/6xWOznB/FNAQoHQnhTSGIZ0bR8CuTMB9klmnVOmayAzMDJZBoqgduitEMUsMPbaugRRwOqGyj7aCM/sIIWZCuvQbU2f9SsZva7pRSOCTNgkwsaCyOYoW1tUFJh4n7rhqrWDeZdqQJELyE7SIGxHUoNqGsbtPnB2UvbIpRaUm2HsL+OpXkqlaFRG4Go4oCGr+bACb6nPciLAXtjvwqcmeAh2MAjnzUngDTC00dVlcwNGIJYR3Cgni5nm+cNNLqfrxMk2JQWVGaG98ENz01bOGMxWvOQH0h+HVI1eFEi50yr+9sRLHsHOY1IKRJwE9YaxGxjkmA0BlcEIajtfYXWe9TWKCUJs+wbsOk5dmibkbqFV8CYaCBASsEwTBAouo72FMVHOHomWxMKamNRqC1t1jNNS5U6GvCqKjabjDFPSOJzst1Oxi2VMHuPxkLz+mbSCHDUmHeIa/ApO03H5YdAlGZ54+AUaNdegboqYE0kEmh47l/TRDNphABorhYUPlXHJ9YEAaSz9yptnxelZYm7AiwWPQRkSbPOGuOKT3MJ1vgTWketM86WpAX/LHaPtCiys+JazCIsoktWTVClu8DXAPscTIoIWTdDi34w8PBozC3XsLM3BkRVj9x7ZzH9EPaylsA1ScB2a36AhSMSY5hXY0ot76u2sYQhsMzm2lg//AvfDK5Fj9bE6I4LfI5TTYT9Gudd5PRVFEx5Q8/CELBcLjg+z9a9l0aLVRFCCCjTiAcPFOv1Gm+//bb9fsTdu3cwDhssl2uMI/V8u7vH8MQTT+LwcAsR4PBgHxDq0u7fv2ds3vu4fv066D2Ycfz4cYQQ8cILLxgIYwCs1QG1ykCRKuvwL088JDjbZLIc09l7pS2XbCPc1Bgmspvb7RYH+wc4XCyw3lljZ2cXb7/9Nl55+SXcu3sX9+7fx/379/HJ1av47e9+g9u3buPOnTu4Z8AFwe9vrNfkB/886fIk3v/JsjXXiS9y8YTXYgSfYSFTrxneyChuA1Wa3MVjjSfi3qQKixMKfM1xwCNPo2uYBJldVIqIoYfAXBrcTsySaLJxWku4ZOPaZxZhB/nOzi6OHTuGR06fxnK9wo0vv8QwDpjuj/jwwz/hpydPWGwoiCnBx1tOE4GjV5xCooaz6ykHqg1xsy8yzy0ZlSiVTew7KyerdYpzZi3c53c+4MQCDqpfKyh5yYXG8l9cv44bN77Al1/ewN1797C/v089rhA/9Ise5x97As8//0089ug5PP30U3jkkUeQUsJ2O5iPZ67xyfXfHlN87zrhVVnV0MYmi8wTyHkS4LCrVW7hALOuMSAxc20dmRSC91D18giDSYoRQSxwg7OR2YfPQ4MdmMY8qJKVCgDLgyzJjSPLHyUXa6yRma+ga7EwA1qlrlYfWJVLQZmaJ1rRNtRc1UvPDrjIO/mUGRSFBHYUe2PPONKexgvHrn9QaV3P0GKA1ICltIkpzgyplYYDpLGfAs4/ViDQwbgyHhws7npGy0Zsw3pwSsE6k82Hjg1aBOrZQJSYBtLgL1y/YDjGxhlaSc4O1qk4uG8AU3UCkLnpQwMuXDf0PiOVb7R8yXWAehXg1kyW/lOeaYmtC3aWAYJYDxUH9A6YxadBGKuVgiCFhABUJkctoEWXA4jUe5iqjtGA+gyAOdOg4psJLF3DdHGg7k2zWnYeIRW4EdCO48jGBgCl9DZezD7/1wTjjQmk9VHXdTXIlczMO86lD7lAJ3Y5S+R+LDaSyoMSP3qBZjWgHsHRZi1Zcf1UTQrRLCV8xGguPilFMKst1UycvpDebMUd6OxEsKxdi5ecCpvlks9UVZsmhZrccf2Gmgw2/YyBJhgzV2Z7CgUC1ySy4zUYWFkueuSJ698zfk84vITrDgG0DzHdNWBdxQKx7sxQdVpfOxRFquZUVTGaObEqG3NaR7TfvqPBmFg61+A9bzaaN8gFYxBzGTnOEmZxUryUSHDa9+57ycQx2qFFcDDZgUzGELAGODuso4n/66jO7Gb2bk9E+yMv1yq4P7uOwJBrlnsmW8xdLhfour6WN0tRlGnkug6Bc5cLy7CuQ+VEKiZux4/vYdh2LKUWYTn31Em8+srL1MrGhMPDQ6zXKywWSzzYf4AnnngCXZdw785d7D98iLv37yGEaJYldl+nCVMe25x7rwSpJXAhcaysH4pwfKlQyTZFppiO06o4oVWUig09UGXHb8bEcXzbLfrFAZbLJRaLJR5/4gk89dQzgACvv/463vneO3j44CGyyVXYmDFinEZL0hqQ9VMwmydfLpNJD1y7mKuGmM4iTVJRY4VyHOiDBw/ZkLU9hICkkNiIw2maME4j8jSiTIMlsFvztvTqzf/f1xx4tPeV4DKQWD/H/KuBW/5tYy9l9lpqEoQOiwXtiWKK+Pzzz3F4cAARwcdX/oz9/f3KL4m4nAlHbWUglhg0GcKcKW3vS1DhowvVtIkCJxw8Uttrq1fUrAIns9er8Z/3ifGO58fBwT4ODw9pAzSSxT5z9gxefeV1PPb44zh+7BgeeeQUTp08juWSGmGAjL4nc0wgW1Kbc7D7zfebzEPVaKgZa+o2b9PsWfjnLzWGMQZ5E5o9aw01XiTPYGtpxnRew2DdemKG3LDyaMkEhfPDrmR/dTj/5gE4G/LOM3uemJjxQoBhHCoyr4vQgh3UB6aHxuMJGos06xj6OqXOQ8lKykAtMXjJzRd6TaeMmrNnT4Cq1nhhB1u13pj9DYGf2Oe3hVI1fv5glCbIdljiyGfl6xWYR6GxHrDsseh8/mzTnig8q+TrkGUkhS/2mvWehWBmoHOfynDkEKtTNewZecD0kXC5uOCXrGK2zeXMRZ4yxjICPoZqZmcBQdWYzi2YKrNT3KPSnrWWerg5yzpngUrNhJ2JMgsIn1wAauZCjAg51+c+9wAUiOkyI2AiZ0UL2iLNkzQj1zXnmZuL+UPitJwKpvy5ol2vqs/Y7itzEGJEb528xUqC+w8fYhzpmRcWBkKCVG2um9Kqrb+23qmzC8H30dFmEz73+WQk1JILAtikYus61OdiAd/3CkyrnGizUwrnywOtgaNa6Vgy4PIQ9ftgF+2Rwp/L0T3bDj0CxQif0OPBzwG4l1aq/15p9hlxxqq512iMloS6jGTGADbNrnf18ve8XJinZgA+L9+LZeZkGI5+Dq+ywJbrfK6ud+O7btJLeAwPzYdNDawnB+biDYg+nnUGMFEw5oENQN7AKIKSp1ZGnB/y8JKiPTRVRLMJUcD8OKN1ug/ouh5L61h+8OCBaSVHxEiHBffF9GSymIPEwsT/pSgODg4AHNq6VpQ8YRwZu1NKWKxWWJpMoet62rxMEzbWhX769GmcOXMGmjPG7YCHh/sYxwnHjh9DSonj34xV8HtLRsj+d4g2opKjWB04zs+OCsBSO1/cEkzAcl/XJSuFNt9OjpabcLg5RIrsDl4uVlgse6zWa3zjwjcMWPEdq2TFz16d83ckL7R4Q5w5V2RWetyfD8Z+zWUVLa6ysnR4eEjd8DhA1JokxbvaJ9PH0eeRU1JMBmUJXvUQhgMkLmhvQqX2UlopfQYKff9V5nvGdjVphN8D7iE/W0MQG4saESNti/7t3/4V9+/dw2q1wre/8x1897tvVplEzuwwHsyyh+GrJdT+Ofychc7ApTSCIU8TxnHCkMeq8x3HgU2BJv8Yxi2mgVWdKY/WOc6Eg44vmGEafzZsatrd3cOZM2dw+vRpnDx5Ert7ezhz9gwuPPu8GckH21OU5bCBbz61bCYbQpPAVCyEAslgo6yRRoydjc39OuMYgoAVUKXLhrHtHCziYJvAEQBSiN4AoAiRG0sF2E4jADHmhbYtWty5D9SGWaNDRWdKgFag7PTyzkM7lJ1WDeb2XkssaEL1OZgQ1er+onaIJQQgeom6VEYlCDlJ92PLaixMMEsOUb9jM4aS6LtNlOBDLgJMllUnSVWzESTULiy/5zVbCqWxZfBB71I1mnWT8MNhnuSwtJhreTGGAMmlNifV63a4XkHwbDa4KqS0Li9JoQIP37xz4OPaN/drAxywiVkm2AeMnm1ZcIgNvLlxr2uhqIdSLFdLLkRlmQShHZrBa+di5WW1WbqYZz9NQ+ibnrY4nMFK/WmuDTs6mY6wUNSMQKN4FMUkLRMOdSKOVKG4ICNXZtTXmWW8geu/GEMJY7xWqxWtP5KzjWSjyYp5k1cDQKpkFl175Ida6AhS2v2jH+nSApsGE1UrqqdeNHbIDwsK3PMRADYvW2sN8N6NbgDOA3Pk2mWwnpcxzMbGGSkTgffG7A3ZG4hY/qtdk8Y0CxwEqSVB8+Css2d7VEoAZ8d1ojxExIJZtkQx2AHAGdkIbPaaxqneoyBkxgOkglv/ctaxxiV7fy/T1nKTiI171wreyH5wBFtKM/eH4jKLlhSF4NNmWkcj/0awHRjoO298UWfSWR6bT0ea5UdMdtSTxlaB8euuwA3AMkXTCfO5hpAQjdUtmay6+zn6wAH1U8VPfglQNCar6xJWqwXCVnBvyhinjNL30K4gwyyKpomB1CtQNtc8pohsTSs+VYTlUiMtwC7xUgo2my3iwT5BdjFXD/Paiykhpo7at9Rjud5pFkbThKDFyp8dm/GqLMqnF2Ug88yJBpYRbVpXIHukCmvws6epvPcew+hpyO7+mELd91Oxzz8pphAwms1Q2I91XKdPLKlNluL7g/dbzL/SqHFESxpUvKTtDYBzPdtRc/z53nfShAz3PKlpwA32PCBSp1Z5BzobJdUGcGglURpD5/Y8UqUZR6sj/t2A2nzvV7DmMc+vScz6xyQxdHcQHBwc4LPPrmFnZwdvv/02/uEf/gHjsMX+/kNj8w4wbJs9n7jOGNSc51zowztN1ujlVl1t1OQ0cbzgMFpT1OCWSQ4cBwLH0f1ExyYJMLlVmSwpACsAAj6jxWKJvT2W3k+fOY2Tx09gtbNG7DqkwMRnGLfYbsliV6mIf1nClT1pUNQkU5zAKtxd3mjcJDQt2T6q4y6oFma5QHWmUQ8REhJi1/GJFwU0cFb1fMya2+wAPJynyUrZDSkxYFkZTQzJEsgZOCkF6gvIQ16QyubkkqFjK0lZkgLAF1ZoN6WwJUWCVFDkh/6UJ2huTEkwnQp4L+xgzQyK0uw7PPPJxUbzmF0MjTy9jGY3GsrXEqmWB1L/fwNUEO6/ojaey5G68vr9BUUcPAJNE8kN7v5X/GwZUVvpEFbS5vjBtnHFGGK/d/Xww+ygti52oNmmBAGiBIQoQAaSoo4tnGdhpWoYYWVIMfAsAJp1TIoJJbnTfqrPGQACIkv/BqjUg5k1wsCYKTdBFknoYKMkxcr5mIFlUAbh/47B454xQSLWPTyb6Q0QWJvXGEn8lhEW6yTPFmxhzIBogIBriCL1VJkzyjhMuwjrGAeqAJ+blUHZD+W63sW6iAtBmwTBcr1EZwd6DejaxoOpMdjBnguBwtiAhdhoutlaYCDn9QXb6wpBih1CR3ugJknB/yd4+3cFo2IM22y/+p4HgOjVCN8n9R6glnxdf+OsSwNisYLKGDsoEqCCcRww5hGu//O1WXldC4jMvEsF9HbLMWsgn90TQa6fCcDU/rsHYY4wzZiP8HMbnbmNTWM1efgH3/4Ogr3Mbs+vGMBLMdnhbKwMYFYk7b08QXbG1tkD9ff+2n3NOVddloNujwVe1WDDiDJqFjLZrl2FJ5k5A0oPwCzuPjBhs9lgs9miaMZysard4NmYwWLShqBKy5hAti8bq+QVFhh/F5LQlcGaffxzFFWMGKkNy05DARhHABsSBKU9K7HXFWkAZtBSXT+c6XV9WEwEZYCb3Yu9hdACypITl31U+YOzzLlJD5iQFuRM03oBEwCXj5Q8YbBub98Uao0pWqOD2Dpu7B4sTgSP0yAZ0eKaM6YG6KqdTpt0Aou1R5ObBk5bE56xYrFZrnn1opEj3iTWkiFB22dHvmqs88oWf+yxea4vVCMCGgM2f8HWyLizs4uTJ09iZ2enOhOkFLHdlupfyk7zzl6DkoiQzG3E7m9WbwxqcelIou9d1KZd93Xlpd56ZosbpjPeabHYKADMl3dSJj0eSh0KeCPgNFIqsNluuaZyaVXGWQIJWIJVMs8oaee0zs4xv591bemMtKqJsd9XVq+0np0uNZA6m9TZdnd2cBu45IHbJ0X423unri9oYmfTKam2BW8Hu3c7OSMGew2WYemhJOrZeQGECz7OurSdCawlGiIMgj7+gk1NcPDoB6FbjlBzVopCpkItSclAps6FrbyuJbGuwWkEipkJm17O9RGqTZvDckcTixKozPQBtvinPB0FmGolQkgFn7Uk5Y/aDKY76RBw1GRURGiH5MDTxlnUwx3N2NVLHzGapdDsWVQwZNfr2tb/l643WLYk2Y3EHBF5blX3a1LShjQbmY3I1XCWo71my///A65lQ9NohuzuuicjoIW7A5G3nk5bvVd17zl5MiMQgANwABZAj/0LoIpoDCL3VuuEkJ9eyqcpDpcG2ENHbW331jNYzyqCMSjxZI6ob+7fXfPFlj3lxFgJ7lKY6sDUzzj62fZ6K7XQCun8fxphgLwOeW8wxSCqEMpHkoVW/I6EiOWFregkeEdDILuMoA1mRRaiokcVbRuD0xz2rhYSrEwfqtJXuxv154udWEgszZ9lGoQNlj0v2MDaQDTWwk5xUe1UqF0N5DBxjR1ZaN5z7IF8k6oy4J6Cq/ocwjrkMDR+mQ9meWEvx24T4SbZ/JkLVMS1VGMqO3FuI+Nnxg5NS1FUMp06j9pXoOU1QlxUEFx8fHwgncI/ebCSezpbADCKvmIdmdIFrCLPB+GeAFUORNLpE+kb18Wo1fW6CiTG6xJAhJzmXi9kVnrdgLmm5Ggvz1Ycrtg+i1usV9komDLqGd6ete2zFGA2Ys2JO9g3j83IV3Fnf/31F/zyy18w5mTAoPZRxZIALkXMM7MGQHg/Ku1VXo/1ou/ZLaXeMEfdDeCv60KGp7wsgtOhUbggTSMGWyT98Tv7gX7//q2jfQIAW/1AEV305DnEbEd0V4U27EgdOg+hQpAxmFlRWrk4z8MV+mo7Y8ehptOEuKwNmLxPIZ0DKP2spMBenmBirclM071576+Pjz5bWte9snC3PoG134yCjQ4mZAC4s0AxNaLPjUDjnEx5RihQ2bQwCIS0Y2n9OMqJQTSg7ntycSNK32c1oV54XR+4LrYjOnmcQOKPP37Hv/3P/4l//dd/rWv465PIuHjX/NP4otLuEUXRKp0EGyZnQuWEGiMJdBtkP+Q5+IYIrwf14zYFRb14jZkeBYvny89RzqlwkztEuH1OUFPSjuehw6yD47j3Bo6H+1/r6gDRNSc4eEG0noNDmzlw/fjxowS9GgnLw95IpUuVBtSh9MMMRU3Id9u4AiRWG4QIhBUK3+0hDefdpVxZ+SdjnI1sMYLe2+wHpiIFXnNqOgSqavWaA3dyrnGoqooL4caxFI4pLoCLx1gNlghsROxai1vgg0Uvq+anlMIfkPFojz+D0alreGxjKx2ux354WfN6sQejGshk3iwguj4EVHcZgKG1rH6DSpECCY5efGPuCUz1lEsZbnt0W0Uym+klT+mpdK+Vj7lpLb0U3oe4uSUQKhqUyerIXSFxFttacXoeNALV6zICUla3DruuBxwpWaUmKfoArMBVQBJyamZHTWg4VymCo0sfoGhnJguvIsTvs4EGOSZ7vYG1jqa2VFgxDD4mMIZncDy87J0b77UYVYSBrfD34QXqsBQoALKiixAHbYZ7ekZVQfqMXZcLJ8YRgYlDgaC86LS8KoK0w+MGD76h5HfIePOrkvK5E6nnQ3Li07ABPcjnZ+X4oYPLQYH0Ryh9304OjYXTbAGe8wGop6tKwUJprHgj7vak6SHzrCeo4GO2zNQZ1B5OWYR9LbzdeiY6zebZ3VutcWBALkPIe2bLEQKFs4qRRWCZiaH/3C/wejXPknpkYoa6LOj+Hl+ZAAAgAElEQVRnNUkljo4SldLbuCbTR/ug27BAqaPClgMdGAI6tUM6wQ98xsaocXgGwp+fnzz1UpaOQgDsMOA1CQjgKoJh+XYbKPcqpDONA0D0ZB8XS0Jg3LJux43KOsrYpfXhmPjx+Sf+/PNPXNfEr7/+hUGH5OhJAPj+nanYb9++gcUGn/jx4wf2/rNS5kOVtPf9iR8/yPN/fbxqHj0yyRe3TKfTm2/88efv+OOPP/Dx+oY56SDocNMZ1lzxP3+wHdH379/B9jhNIzJNZxxyaCevnZ8GMQFgj8BQ9u9SAKijUUCutz+g4A2jwzyas3SII28r1PRe2n8vpvfXCozRLeAKI6WjxXXEylWjrdxtu6uEsrmPI2bb1HBLm3c5+LmBHz/+xPv+te3gYBSShVCLLdDUniYFjtJ4OXj+h3TKLQ69nXf/3t1K6p4OwObgkekdqYtHP+Uz0AAHCewrHQ7c2npvFAj0WfXidZRwl8MERFEcGKFX5DY8D0Zc9XAWQnciu/W1ryyw1dM5i+Jy2o6my2TZUkc/r5cqISuaMRjNgDyHM5pTi6GFcjHAmIEPXARmY7YRlZAuG/xU09opoDdnFZUYEO69ixtZHCI1w87aECqda04s7OLIUdHuSntQYWZFGcpL00LWXO1MvMQ/gkDl/JjF4aRxBNwY1ZvTTbFTHVwEkOnoVA+pMpqDqW1GCJp3OE7woE3NtbCHWhcMgvlMqPmxTareW3AWxU+8ijdmJ0jfp+rgkyuz98b21ImLXDboWaHD29/IPeAaZI05MqfNz2SQtNQWYc6oas2KYq3FuaVgu43c5DANdHNctzbx30PK8gQnI6KKs1wk8HjZsEXLcEVwgYq0Fy9GWmfLQJfnqOg2fDDB8VapyrgZgdf16oMHRyZPigUq8nNW2VrZzzR/iZFqt5bwaLnr9aLzdjgTjNax36FHCRLgidOmSsxw8TRARZbJ/I2BkBBeA3T0c4/NyvNMQNGHyJQx6cINN7l2xwFypRQ50QXXfeNzLY33cqp8tdLV/tijr5ZdnSHDW0V1FZUJ91ybyh4MphhVGMN1X9jQyLkjXbbPfa9z6JS2Vyzq9ydX2C87C/3vKP1TUWyI92vjoZn297qLSuKefKOMvygUewMLoi3cmKpkdoHD2qv3MVu+i/sEOWe5q9Ld97V0RhwwoRNK+ThHLDr78suvv3Lf1jGJB6jrGbz42RX74b+3Z/V2Jb8HDgw4VdipeQ5R8DmnDucEjsNGiG7w/vzEv//7v+Gal6ZWfcNvv/0GVpXP4qi+XldF/KxT27nqiJhHxr3ETwSClBXZE38/ZNfuW+PrYuBeF147cc2e+37Nif/7X/8V//Iv/4KdG//wD/+I3377GwUd2nBbFwEtY95HVr1uZPosujhlNtDUzyMCKEDKFOx637g/3/i832wndgCJOSfCzaxBPcB+ixCdbVQbmD1ZKOfMZETAPVghQOP54G6Ro1Mo0HTIhvStM0ZnJsb3ttZdrfw6MpelJ85sjjuxrHUXPeJSpxDruYIxOhdFcVCbtjkaMPFaHnspelUyW1M9lEEe6JkxNf0jXWgabWccMPHzIlE8Vg/Q4J8FFo16n5tux04nlD8XyHn4SAc5gOqagU5LE28SdDIKvmW7G3dZD3erL4J1BHD99pffyHGBeWtKge3sHmmKRuTQwzkCEYwEVjQkvn4pDfllMnQMVjQlRwQORWqqqkwH8qwaMng1hyhPBK2yfyiySE5O8xFyAmw+b4/n+XKDUdibANPJ18XUwAawJg/r9Zp4vVy9qW0og8TNeL0ukqWlUFi41xw7rw9bQSwsDZP3KwTGm7+gjVbk0uTunaGqZStlCv11feBDuPBSSoF8q4G9o6KOQ5WxEROJAczEjsHI5/R88ECkQL8iAm6J1EHuXtRylgKISehnDmnkRsTF6IuihCZq78lUJHuDZrVNcFQ20Qcwcj6M/X1/gj39PprXs1fdD/viLYwjJW/vWDXKJUuWe3JLgT22DtwAhkDHauDYCrcjUXlNbDAqVg5A1Y+dBSu897WyiOgGrwTE53xeKi8bbcrthzzqBjTlFWpayyBCrwpCO2zVKxCpDEGnKUuBW3HtLOL1toLUPU08wUcoUsARpOJgVcoOilwQaP/555/4/PzEbwIZ24pPQH6MQX5hDACKqqc4eUA903WJzzfIIyStpQ0OOUGMLLIFE9dlr60I5pYRFnBx2klOUO+XZGqM4k5L2tka674bWATPm1/V3iIXYroQrGUOoJ71KMaYLxk/lAFd+v3r41WV0W69sdZd7boCbFkVIGf0jDwBqPQYP9dcSOhMzFdXP++7R+DVNJIfP8phv+bELWMyDCL9bzvUcvqQyniIN8k/NIieFrTuRcApQ+i1mSO15kdaVVmW1yCXrQoA9sIF4HVRV3/7eOHjQ30yr2ff0bXsdM2SaduBa07guvAhcG77t3cDOgNIR5lS8vHx7aUiGDUSt06Xg/Rv//7v+H//x//At4+PAs1LrYNiDFJ+MORwOyXNc+AIFB3LoSreREwouskm+oigDlbgplLXiox+3p8VTbKMGxiVw6PgBRIMJElvQZJW4wkPe1UpYLgvrsYW3753IAbPcXevaGfNtmXLuTrny697qQ1f38uj0lh7QQe6aRqu31ixoRkolU2xg733ZpYrLsRQ9bwKwxylLUrTdvDCnQ5eaom1sNdnn9tFmo0DRyMCcGFpMOhSLdQ2nyfXVjCq+yGvzej2FR5LPOUsK8CQBta0GeMyTUG2LQ+ZDcrNyf+2eijdvt3ZpTs2+PemeSAC17dvH6xGVKUZauNDUxf04LKhKcXZVV08tAtbBkceqEOl6fRmYsLpiXkIW0c1Hbn4UFrgx/sT9/tubzWfAlzj1RzUSADYAh8dH1urvbauhNSgez1cVeiWsVcfo+FKM3qq5kYa0ArvYlzkWI45mm8oj23vXa1UvJkIHnanM0JgZGzzCpg+dy11wJ7SUBF7FunfXs9HzIoau/3EEQRt4I2OatjGzdeHQOszmmWj0oRpHPsgDx0mCgdcpZ9LrZAuORSmMOhw8yA2MZkKmpNFPI7RlcqdGmxj6qkQY07MZGN3KkDumT06Njx1X8qt36sS2h4q2qDX+j7A4a7imEAwlav1e6lNByXv4KKg1wjZEfJhbzfk7Y1OUfsQP/cbwBxq/9HRnT7MNAjv92fJNlsrUOnc1GC1d5DiVLUYTCfRVlcUwOfFLwLxENtEDoyiea7wzUxVfQfWvuVbNsfoNpC1MprNoWGvUJ+/XREPp438ykzcir76/COZ3vzx4xMxAh+vD4xvoyIxCLb5mHPSadP93e+OKHs/gHjopIp0h+gCg1QOp56gsz7mxHXcYyoi4bQSo2cu/OlIZu+LIwFW/M33tiOxN1Pa1iN2CPpzW9HIUYDPkfmKlluew/pW/NegjLER+9J5Jp0nMx8A0hFdO8QRNsZHCpwuH3npu3mCBiy8kZ46RV3pZtCV01A0UQaYaRwAqPY4SmZjqeDlL3/zF/z6l78wVQ3O144M4HaB4Bn9giLUWv8xahQggKrIdTHlWf2LOPqP6vS/PkgZeb0+8KE12gDyXtiKxH//9g3/+I//gF9//Qv+5m//9ohQyWkKNiGPC+SiHvfEyVLdpL6iizvBUa1GAswaLq05i6yA9ydpaXZW3Xe1uooc0RXbZuu5XXqNzsQv37+rKHDDbafo3EPGpvUILzuEI0I/26gewKKHpwFIQlSG8awHCNoDyw6zUdl/Dl2Vh6zVeNV00/Qzld/Ak2eKHPMVq6KibF22pcObHz3nVZNYGJXrCu01lKlTcOuaF8b0VKMuEgpAdCzuZ0X1IA6yHBqcNkPPtZXtG19s1dagEXfR4LW8HwcOkY2p4NRUBH6xR2jsXS3DKiAI2uHrfn8yzL6ZvrmKyLpZraqFYBUrKl3l5IMVU0D3gexZy9rXDDuRDGVnJu5SME+BbV/8AJS1KI20I4CB9piaU2XDpiKFSILg7GsaRI1wv0Iflo31NnmcRvt1sY/ZVApyZaL7MdJoMoo4anzUum96R19A8TPqFbheP483q0qtCbwuepUGN0iNcDx4puZ7ZUoYJz2SAKp3I8BUfMQ3Xmt7HQz7jspYA6psA5iZgPts1y4Z/w7ApftHY/U9APuQbm1kkOFJG3WwD8+HwIIHxofLysRKwd7a6/WisrJsCqBZniJCERR7ZV4Pt3mQ8RMwfo2Bl6q0p1IWViT2UruJtekWR4NoKXZ/9wPkRadzA4FvHx9IqME0orxfP+gITl9AJt5yYCLsaDQnxX0GDbYMRFPc1Z0b17wq9WKF4cBXZK9VQL1GtbuPc6kz7MhMxF3go5vfKoKDRN675N/k8gFGtX759VeMCHz/9q1ak5jfvPwcBnOZtRd7b6yb6d3rJUpFsoDt8/3Gzo2ZV6XaX9cHMjbu9Qkg1UvzG2IA77VVJMPz4kbLiX0Ux2jG7+xCB4/v2wWcvYcouWVzXTfcVYEI7MyQ12RKB+UlCoSd4D0MTkYX7Hjfnbrch66KGKxkPhS9uYCmEDgzMoZA4mJj6Tkv5L6woB6Rc1ZKeAwCp+tLdKqcJDk+IzpdOefhCDz0fKB4ZOpNeb0mPNEC0suhoaSO7liOxLrDiEscVw2QEHB8jYtzqysCpnVVZfaYTQux0z8n+cFujs+IdCBHqCDqWcBSUdwk/88OI531o6AgU30q32pVxmkov/z6a1XMdxuo0bxZTTKqtZDOcB/CM2JU4EPOCeTgBUQ5ETiz3d01ejbFGXYLO+/Nc898piMCebPX45Cdd6Ei71cR80O30DEGJgaymkdbtxDslv4GgHQLOe5JIHAfUU6Y812AiPZKTEgYGzS/PYtKUGsVUWuBQ0e7zddaNwLiFI+mKFWq+EvFOaOe7YyF5KbGLo4uogG4zPOYTFbZms3WNz7bZ0Q1VRyW4OS9q5wrFCgeI/C+KR/u0xkRnOA3ef37fdd56BGzozKmiI0xL4Q6JCCAeL1wxVMuMhPX+/32cSBw0i1yNaQw5ygqoo0TjijAChnLhNqsaKrI4SEUGLTEG1AVIlAV6t74JKyUAqbnmjZYjsLAtoppIKcEQ6GbvXZxYvhDR9B2N5C20EB8NqVyQmB5PiIiuxS9uY8En1zI935j7TdmqPXEzUIPR6kKdQkbxHFIeQ/8yXUN7CWuKSZiJDRADXNsgQdXTd6KjkiLSYBO3gqA4kbMa4t8vBRt8V2gBGpAKYZkJfXO9eCxTB08K9JxTcTu9LwPw3y5mCOB91uTeUL9NFlEUN7sNn+UvEcPXrfHzwPgvQZCLZD8+WqiXBXUXbHrZzNIZTpNKbF6er5nBiMajkieVf6nDEvsaJSHANJmaifXQl7a5OzIBjlWl7xjpYx972gj5nsh9SCKazaH2228qiq5vUAqPioefrfHhk7yS3zE6jkwNBtXWlUxT6WSeDL5uSUAMJl9iFDE20c4lDITyNKZGq9w8ANsGQWMHPi4XnhNpuM8VQlBuVt5I2WArhejIestPuxR9v/6+CjayP1mtmQM4LfffhUIIHhlz9FgS6VYBICTab9IR+oZ/Q6AUZpUwZX5o9eF12DvSowh9d0pZECcvohqx+RqxkQCQ3s33LScYwGvi+3EIEeUAIZeP+lubHO2ZaQCfH9VPwICXa+HAaqouJT/+33j/anMzQh8fLzwoewCW81Q7327LoxkO5ncGzEpD54HbQqCI6AeDGBZs3Nw33acuD9Os/tFGVd1rke/IRCvFwvJVPVtszCvQwcM8+FYqRrZepOA+KXIXPe1833RKXYhxtMh4p+DV4bkXG8700n6xlZBwnUZjMEWregSjpaSVrRxv1f1Kp7qhXoGCxztG5MGfu27Ml5AYg0Al3n+254F9loVBfa4Vt6PI3HO+O3iTzYwl9xrmlk7K7IH2XPmbUscnV4aMuAZ5sYHMj9AgVTdK7UCudTIPhtpeoH2UCCLgwyIJDOByI0diQzR6QrQ8rodUddOJAs2f/z4AUAc6Rm4Pmb1hNxHa6LWYUrjf/7gpJbrhYnGOB34sRPD+6NT4SxKVB9rd4WAnI6U3nfLwjkHpsDsVnDCBqDvy9stWwfq1LVXAVEuuYJna2FHYA+3uVOF9WAnjj32UXnejsGYVOgbCezm4L/UhsfBHevEDODy7Mghb64wyCFQuRcP0hE9K+Lr3nVIM7PGUaEiG46iaPbhGcU4Dp4bjXJjNwttamUOgBX2XLM2nFESG/wOL+/Ytehhb85ecimOk4jazZPPNM9XENLrEHXvbl+w/f3+vQ+S1xV9/z7sUYd5YGSWsahV8vdHP4sPekUrUga65QF9mg2o21OCFPD5bO6lWMKufb1UMGN54PKpOnRMOK1mYIfa+a6Otae292rnNuxd8XB43evO9axu6wQcrZrgCNyllJq9cX/uDM+j9tWf3xWRPta39oZb7FYc+VhUA/1z8k4Wx+uUq2odBALHj4+PZ2ranLwCjLvWtVLIyc9eSn31CEGuVxUajaj1dQqQQH7onDiSsR/AxkUZTlu7cT3XV9N49jFtCYDT+RvxkJ22xzJChbAln3DPO9ApChs6lJzYSaHxMLneHOUowDEGHaAxgW9jAPjAdb0QiqyOcHXsu6K1VLBOPcdDTgKcaBUYD2D+8XohcrTSPHTFqS8SANxyBqNSbbUvyWgpZZGKmmuWrNoXIG8DrvTtbuA1FOH2GNjeYzuNMrhbWZ88dFc0T8lceVODkFNTYpSFkWwurKIDDIEcO1X8buqxOfm9buNip2xvRoMt/341aOxBCmNOvIZbWH2KWuA0mTm4xylMgRNlTObVLZhsk7g39l7c+aIBZTteG2ehFbT2Ht7AokYVbKGLUdx7s/ah9Hq3bZpjYnyoD+ikHLEQMCstP8dARnD61vuTqeqwU78xihbWEbJtDpn2uyKR7V+V/WJBJR3Pj48usmATfYJEt5OiEznkQHaqM0L1B+q56bZYFVjZKm5RkMVdHOyQVqYNDUb7Zaxg3aHMhrJtTi+ferpkOc2P3mXuMlMR9sS3jw+81K/WIM1A0+DPe3bftwCx20p9tZGdLXTvaneNMQ3KHWQCLEIzHcrrcb9vvD85benj4wXA7Zp6ok/CkdPd8ixQ6NeK7k1qh93FeEvFXnNOdVbpNcOwztvNa3UbvRruQbm33fdkrqJHIHHFAMYEVgLIoGMQqrSzUt+9+eemLx0CGoGBjbt6qdljXQWOepPKOKPRdPLbeAAQ3aangI5WSH/xwcgjn29FZq7Fmf716wRK+1CEVrynEjjTHednW4l1GqGHuOvAVDRD35cdwqc8Rj0Sw8RQBGjXZ2xMfSBC7zk9eN8D98Zr24JOubWSPUjDaY/tBDtAqrfZWu52f1XxiVsTFfdFXlXzX850/F3A4QTv7Je32FsMTwMcntIDjUhcm5GxaPmxwVrLE3Dc7LbBQDfA7chRp/vcQPeu1LEBSadVXbmIumcrF2RWk1wrzTvVPVrKjftgziNBz+v1wvfvv/B+EwUKAPHwLAeS/Rh2WoChKBq09wQlah4N8tE+XmxMnm8gy1GC2oZE8VeYPt4VddmJbmwAKGoiRTPB2e2zUxtlCgpkOiJIUGugV6mkTAD9fB1p9vcH9lJaOFNgaipYa36vQKcrjqcbpA9wkA2jir2fWWee1euLTYABuJk0+WdZ6WXI+++IBio6hHUaRYHcQBlag4QhQJ0BtXXh3vI8fdaYwe2OBorEep7zugVqpe5GRBkLtschwAh+WfO3KoqTbei4CkdluwvmRp2xl+fOK3jgITcTXQS10/050eC2qAldDLNEizAlxWfH63i9GCkvfurQ+NEDFLmlmnWux3pab1k38ZX9J8Vdmy8WaL0/D1vlYEEHDUjpAViwZ95ulvNKXbvZcED2BdrTzFHPXJEg241U1Gb0NKz5yqNFjkbslrxM5Gjdci8Wac0PU7CkF2ccLVx8fnrwREeBWx+G9MizUXn/sYxsFQoNFbiSFxelA8xxHRClJBKrula0jSzwt5+gMYYL9/zMT3tDGkinaF20VO8Z4NSqyZZ1jsY6kobk/u2NqvyOmNRjkyM0P759w5zjsH22i8B0VmIMXNsdGaQQzWWHeb9Re1/6SzxD922stnHSq9fFPb7XRmxOuPrx+cYYpv0wYvl6dTSaWITTz/bVGKSj6I4MZ9EuTN/JXIxag0W43MMUAB8IBSc4AIWR0stDB2C+Yxcpo5xEVc7rXq4hZY+9CwAhWKVcUZ8RWgiDnyiwwHnF3YvR5do2giOyDso5baHTCCaIH5Ehi6E0kNOcDpS1N3ZUgenVRQ6o6wE/F+E42mChbWFugTjff4JG37+BsNcGaAv8KMWvKMLzVX0l67BRCXb6Wc/bELOFFTjuz1fO43fn2L5OZ1uJarUOYKTUd96KDnJtumt9XzvEX+Rs5Gd7BL/X//Y6G0R6X75yhriu5z6g1rPAeMjO5KYv7IiexoNZUXm/Ip6y9rz+M1Xd9+/02l33/7hfpXke3fy9DwhVAnOv9up9ZNPnFxV92us11pR8BNM15sZ533rtnvdLkMx0gieauBMC4yhL68KLkD+rSCEMLnS6al9OxX0SqXtjyqk6UvFbV42gwkxE8XPnHGpCzLMSMnjtVbu8wPw27wULaCKVyirS+C5OZzlJR5Um/zCC8MOVwHHBycVaVEWKka0nHJ2bmuqyPDlG4GstReJBoLNS7XHmxHx9SEdSOU/REUg3sPLt77ETeN93dbKYV3aPPKVFTazf4v/OFwGpm8I74pSWvOPsOKo4UyPpLo2HC47MRCRWD1QquRoRwDINwHrN5IajqtgyIxkmGFzYr82xgC9VGb9eSpkzAplb8CMb5Fsv2wGoau46uHE8W/+pkWrWlRHV5J1fsSr70JFnpzhX6Z/OIMmRUNGXI0JAz2VvEHF0G1DWKQLVHy/CFf1dAHNJpukItNwaKH+8jq4JQVCzQPB4FihdFyvw1xCdJcI+RJ1ROhMcfekIpEJ53DPVIcxpLm52xTPaapHjzWEexVk+AizQ/eUxKGQcPXXd29PrW++JntpzZi8RqHRszYyfduhlt8aR5ZAzHnIivn9nw/BvH9/AxuF3AccdHXhyvQCSjtWHJiEFQk5aaFqbHclZe2OagW0TH08dBDboQOwB5MZ+3+UkfXxcBc5SxZoeSVnPPti7dien4jynp5mX2Xo5EKTJIUmfC7SN3Kh0NrddzmgMVt9L9/lkeTSq54+3o5T1XVcJqPWGAVcEzNmAFpqCI3XtDcRhWITcDVjoqfDl8CfDuuswvuIXZZPB+30ybrvvr0jEZ1TuUGBd0fpzSNxGpYHjoSgs0H/lz3kdc+scmTr5NGM4BeJ1mNX8ua6TBr6+/ga+gKiOmNg0AkZWj8N3IiEcDXFhJRgHQBmP52kgCXndBgKuPDurN+/yyjta1IU3fu6O0iWlxWKRJhjnsU7z2CMDSs7N7sgfvuxVYudb90MPfLiYSO/nsnVbAV/rBP2t+KPWjdWKlK/3+8bn5w9VvV/Hein+pRRGjdg8wOkIF96EZo1aFs3j1PsHG8Q7DeB9dtW+Wy5Qdzo9/+wVCEVE9tr43J88A6ujnC0HTs13hJ5e6PPMP4q09Es7aSU7SqvV91seg6lw64N6Tv9ekAMGHpHiCjPaEdcZufP5FqiVAsvjHukhJ4p9WkYxSw5JjpdBfn3UefWxcYSu2n6Il+Y1vsVnvtTPzwUtO7N7DuJsWUPHAPst8hOwUj07lxvON+DOcmxEDVk3orjjiYiOFEUM7FwsHNDZ4bx2oDYblv+wSB2R9nxwlUwj2YoYkxcM1b7qWuLHOdqNYDQqs3tGDkU88wB0dYZHpzJD9/Lx8QG36zFHtGQPNuYdoe6I1iGo2jtPv0qgppL5e4c4ul28kKVP5mT/Xp57TwvqoAbkVpF2ZZ05zmU+wGXr46VI+5Buta1wQYrl1p0YTr0yJse2xpiYgx6yTyKj06GWT7aD/Kwr6BcIAMsByCRn/34DyWgkxO+d41Uyc80LObKi+bWGkO7YBnHSCmOwOIMCUufM+n+nmtYruFDTzNzNwCl26LzrzBZAjaiCjxiBdKRSxSbGu4DsSBXWpMw+7+WbJuhEhLIOd9l+TpTbfA6DKDBDcL3o5G4Vy71XT4WyHLXdVhFVyYVpWYG4fG5l+7RxdDBfKDUuJ9+UjDp7gJrpk37wlZ7SrZF8TwKC44WcW/QDO0UDsZUBtZ20dNnuqqhtjIFv81UeKCvw1boooGxusINEIGvsVPi2wwRVI2tKT3jnUtG6ASC6/YzEC07hkjMTB2ma6SnsjRj2fhj5yKTXbe9k2IMaA5FPJfj0FAuePkBd5/2ffaqeUaQGYCdYPF8VaTvA4QnCTnBz/rsNMYFSp4wbRFtIYENuYfbvRvNUkPYGRh1Y36oje1ZyzffpsHoD4H4+/oiG/Koq0Gf7E0dw2iuhAekqP6eGjxRHcelcWMTWJxxZpYkaABzih43qps8aSilBIJtxaBZPVfq5nAg7JiESu8akJeDUBXFmPtbpBDZ2dno9el3NnfV+eUKB77lfqXXi39d6PyJ4FZUIufkyUkzTypAAYImauvpLfhyZwCmjwaj13j74Pgve5yjFyLN5eMj+vjKagcglJdxSUkDy8AL2cZbgb5NS3ZJj64LKaGBrtJ/etzqK7Qb3Q1yznTQITvXzS9I3JP3SCtN757vmshkQMOKFoNNrQ3YWF41EcbMDqN50ThlTcTPNOsfEx7ywQeV8RZRCBlbzvwBg3EAGapyZ/muXUDykeXGkZ6oFVx9/RUq4rzRgHeHiWEimRSt7Q4liGybraLTTDBiwL+xgGnQ6VZi7RqlJIwssdkruGgNL0fusghF/Txu18Gg0ALlZNEPZz4o0LmULrgNcPpz0LxSjtd5y/K7Sr6X7hZVjDLw09YMzpnsUYzuivJ/Pzx+IAF6vb/qZ51pzCEEVmqD3xOuYka83oZ0AACAASURBVDX+1ectKk2n4AFQDnnMqJZhrXP4M1c/07QuLM1Stb1xtqMisLuL9saxbiNG8U5S9zNHAJvR10HOScv2CMwPdiFgxwlxRrcAmbJ/PuNZWYVnUIaBBumb7clxytwocIEgHzkiK/rlgIKLdEqHnbSvTDjDdJkaYgBzyAflfx/35OzELerMxhjsLhEbWAE5F4qwyjmNzHIeHdHMTDZLH2DBVDkiwS4mmUjxlBnFP7iNeobrUuQ6Aq95BACiSWs9pcu2oiu2T7mpiTujnd2IxPWSfJSeO3HNJoB0MHD4eg4obK7BmKg2PtmO2xmUighcsj+I40Gp+7MPhP5/7ecDeDrI3g0amySM8sgjVM14RDNYfLFcOyJEfnx/NKAYMuQxhoScFX6Oqp3Go5XEzxHFv/b3R1Tky79bKHXXrlg8BMcVzpkpDuC7Qs/6li/3yc3yyTGwRIAE4zBo0c+zjQxV7pOX2Buf9V0Gjs+04/P5T8Aki1ygm3v6rKqz8jy+Fl1osv0IzzecXuShYPnbBpjVA0xeJEXg9Iie9+5rsgp1CHyeAIaK5LpU6JPmszqCyspZoBXMKTcfH/Eg7p9eps+LIxgF/OJcnyyitQ/5+/3G77//XpMsKAZNfCYh3ktkOTsdCz2/v/eQI98LU6qjObDGemiDWYUmh2PmKUYAQZMnHKTef2Lj07Eq5f5lv/33UfueRysMyvmGx8VRu/BME2iPeWHa+RMnz+t/PnsinzJ3HK3zxfZgvVYu4KgOBDsrq1HpX50H8wjtBJJXS+PdIAuAQO+6Oa+e/REll9rTvdnPdajYovpZkq8AjxKsaFRFu/gNlwpKIvrMseea9B9UpKLCtjPFVGnFw/CbLG8lY/AGGZ57rdpSR4LmNTGghsfbMtH64vv3b7jvI8Uccuo0tWZn9yE81ODxsyMrct5X/Wk5Oje/fl9r6WkX/gxKb//48QO///47Pj9/4JdffuGM+PvGH3/8gbUXvn18V9W4dcRV+vUE4I4YJ9ReSU4N4jwbWcU1QEj2CZYCz76sXIt9NmM4bMQzev/ViaTTpn62wetUAeDoXrleNMsPTlnw/h96rNLwjqapgjqONz6+Swbdrc9Kh+qeh9uvIZgmtw7NMwDkAhHzALNkpHTaAWi4/7xOoANGTQ9QBlCfqwizm/MHew5vtZXLnQjpAaeP59X87ZqOdsie790FcXakcei9vc+WaAa/raRPOl2dRclRaRlFEq1jqSe4l34uv1/ByrLTrYtOXY2+7ynnQ2vmsbRr4TgLfM5LZuUBiFpynyDwLDTwwU9ZZj8ko4yu0NbBiV0Vg5kaJTYtIqpgkyGj95XHppRU6IDuGgUHNN/AV/MB8wg2e2ZfQVQDpxNkdXTu63uraCMBc0QaJAcczbnXZkuZOKvXCFROI/DgBsYXoBCogwNFjRgRThlRP/PzTyvX8+5PIHwIZfT3FXjVnzMdaMD7sMiOfsUZFVAUDeO4vg8q12Lv0fslRVAeeaqBeHDEWBVV+ernlICT07qlWGodUwZUhQpGkmgl5ugnDfAz4uk+kz2GqekPBrY2yLw/ecQBuFdZJhtyf/74AUa+GDn6/fff8eeff2Ldu5yx8uCHRgzGYHpoD0bzkUxXHPvFwiuoVQjXPgLy+pkydg+zref2XGM36Ud0JIm9XG/M+cL8+JCsQQZO7SJ273kprOcp4b2a4pBqAG+Qk72b557R0A+O2DSXrEJ9TQ3ZgBoAo0AAlVzLJA21zpLkeEw2Lw6PYdw0UqgqWhrFDLbeGaoQzkqyGLiKXzaH2tIwOhvD0WAoQtzFbWXcXZihoqQ6p1qSCO5LwIC4YhDsfTnFiXLE9ug+8X6/gXRT8a5oHsPtxDzzmvOhl7hX7i23kaV/ff472tE94VwIlIqk5S3umkCJgSMN13gYdWQWvSGS988CM/6sIkzoz/QkqCwg5nNpK1jBjqIKERzcStGOcVX0xGc7E3LqflQBoDM6b8079vXulRpdGDrHXueB921HYotjmjUYwDbNwGEo9QzrVK2PQTzPVXZRpyijvrcB8uxwANU4+IMEWDzzlyaftKOlbgGVij/S7wn1/Q1FupWdC52V6nxgOyX9mXRMIpv+83BODuey7amBfZTJKjNlVXe0v9kGadn6146zz5R73/Z5UvTbNB8cdRmwo5LVlxXaN+tWZ/DKvqRbaQkfwXsMBBw06UgwKUVR7wWMh9p5A/DccwzhKPP2LUPSDfX+puIZF5z2OwLIeBYXWRZdTGgVXJnhw0GIOO7LP80j44MGjZkqjvE/vFgyh4XQ40gTnQYMRq+BQu+7Qvte4L6J4geFgFCiDLifJFStRgVbH27vEziiTAUr0P2hLLRuZXGX0J6vB0g7/u4Ff/C9BJI9I+DsPu9O/gDE6Rnogph8PHcCiHRvyXGsj43Jz6MRvf6np/3XOD9AN2r92qOq39dr2r8/ntF3E4FKrcOK5vCO09HBbCVVUKiB6VLldKezOoW/072oaNDIjGil4zS0TampDHQwPCYMgCYAUTwPQBxUHW6V0OJ9UhFmGRN6kbyXr1FIV/LFcOUu13Ifzb51ce0P22rMOfFP/+k/4b5v/NM//RN++eU7fvz4Q7wjVCEPooEkcQf3vOaq6vlQ8vmUkYhQlZwq5kQLET6qD+xcdT47lbKLk9YgLdQ8fmsuR4PEOn8IjjcESeROn43geKxu2n940iXv0iPiASLcQJjFG65AJSbfHD9ouTrkDLBDx+dMpbRq9vhjykaWwaOwbKV4df5DwMyOk89/lErsCtGbRSrX9apRcgSRg03bbz1jJhaATne6InM2sNDTuLeo7yeCfLAI1DSmogNlc5Z9rpwi3nurclqTo8LOzUnv2YSkRZewnPG+l4wTW10JPNAYUPfsbnkzI47UYxuyRwVoMJXJHnijnu8RORQg/ppVuPPGgJ53dYR7hHl3qMpz6gRHbs0p5pjLvXdVrbJ44hdEAK+PbwUeyL+crSMkhE63crazKiWSgHFlr5tBApANeMt52NVmh5e1bupgAlJAJ0IV97uATHgiV+7SjQ5GdFDn1OWQXB0tc7LbMz33RsxW6c7qx7y2ER31s+wgo6K7qoL9nWdAovY3Gjil9igSNdKXG6iz7PeCZ6yKRrP/rGOwhp/ZXEcrGAcLsn7UGTk/g4vifJ4MyIcCB75XP+BZzGknxsLbds14ZpQTwM+abgM9IzQvvkFfVNcVO0q9JufzA8BU837aZ6bcE9ZZ0Z9PtA4IOZ3Eq0c2iE+4ThCOg0ZXn+tg0M6N60SR/YAteOw9RqFvDoVfWQJRB58rJWPo0O3oiFEmdsTB4bVnwmvnDpwRByvg4yvhdMAj7Bu9CVSy3a/p6fU8FdvJXyw5PoTECN+3QI6RG3D3yC+3cWDEIo/PNlel7kGn8Xz+FgwB9/OZyzPtJtfmWfrle6gDthyF6nF75/fwTxRQ4rp0IQ2/tdsAPJU9jeB025ltcKkNAgWtvEStaSkwOPQtQOzv357ekZgxGX0MgoEaD/gg4jPKxkg11PQd1eKiQfMJe1AHwC1kzI39/1O+VtoG7waZ3beO17JHu9fC+/MTv/32N/jnf/5n/F//9b/it99+w//6v/0v+O///f9hClsGwFF5go8TvB+R4q3/EUjCqUiS94fV5+uMFp9cPoPIbiVEvvHr9VIrlA8EjoIv8V4ioOkD0joyjAFtCYC7kTllbXPKEo8qJ8PkeVYkAy6UGqN7HzIiiQJDFYUyaNdeI9gnD2PottpzPqPeNiIhkFPGclAWh41vJlLteWot49wfVCXlGBfnH0dH267rYuGK5GAI0JNCNR78RVe/V9FBrUsXueUXXbDWwsqeGz/GwMfoIoB1r87ejCGDwAIkA76qm5FoPfr3+vhKfjy+VCa/gAXkRM1AVV1yP7k2TRUyaAYyGbUhnSI7G+NJUXo95FU9SVFZDUWaIH08BgcWoHVtAdrJKVaf77vaiGUmPj5YGfvL96vG0t4315RjZfs+MumUcgb7Lkc0LGej9YuL8/isTEVnipKhsz1eU+8nrze29bH1jTNtkh05ZFzcLL1DGpTSipHVQ7FnrTc3DckIYgU/TiCJrH3yvvv7qv1Wet+lC0PR5xobmQW82hYfGEGfDz1LpnIC4ohK2z5mXtdABWcy0Snapek127ZiO6PliHzU9wEhTuJBF0PWRLXzPkuf+vgiABVe8Z6AY6Fw9gFt2609DEVv4wtoHCjntLFTAjlUbKdQMz0lrqscXt/pmAMfr2+qHdEkmHCnlOiMSZqTf1Cb7ABbP8I/slLoM+4MLNfebeDaGb3OjbZRr39vMBwdKA5EHQxhXfieDmOVcFie8HDlwsbBbUE/mCOQGQD20qZC1UR+LwB0BNCv06s98/hO3e2HZ9JE8QY3z+v5ml6L7gfYC3n2bzL4Oj9HAOzrut0QSkmlZoqeHkQDxmdkrPbkWAc+o/vDme/wvAcrg/5ztuCB3jMexroB/PNaNmq+bq+7Pfp47Ks/Y++Yzz8fVIERAxliSQTHKjKdJO6hPCniJWsseY7o6KaVJHdUPJww+KCcUmz571Laksvznjm7daIHzHs8ZrQRUPqOdAlXR6vNyZjY+y5w+/vvf+K+Fz4+vuNvfvtbYGz863/7b/i3f/+3Gj/WETQ3Ro/i2HFSDKPXa2+sbEcjcChjGZs51JYFybR3uOqwjUQrEXEal40WC4h4Jjfu9eZkijkRY7KIYbU8dFQYcvZQsu9CiwXzQQMxA7G4R+TJDY1yu4E0j6jbytzvNxCBV2hiyaYCn8nCBTtsKzdeL+BSKnmt+5E6rUNTMsL/dQQnbFgO2Q4BOUZUoB6ih4xHYL4cbQDu+y05u7Q2UOQiQP3oFG6fnaogdoPr6Ah3RRaP85LJlNlrXojqjYkyBJmqAj0oGH1ek2esvN/Q2D2D2t0GWilsc/J8Pzs3NtFZOe6hpeVoWQPxUefy7JlHwGe6gu/N/DkgbwMxKJLi71LD7QwyYcCiOoJJyi6nlrn1Fa/5+mAF/ZgTV3LM366+r8pmwRzKxHUNvF7fEWF+sO9t19qOSb1hbrSWi/J/gJCt1ksVndtMR87rVdFMbm2WrPFl4EudM+fsSO5I0RLu2nrOme4CRVdXjxjVmzS8l04Pj7Zp3TB7Y+0uHrXcmKdv27osJwE5X96nrOj5MxjT9j9T7zsmpExndmKUfTtfPR1tVUTU013cWuf9ftMx0v26v64HTES64KeDCFlRQQZwylI7shqdCU0k9xfM1hBM2x5vGP+ctpyA0YGLZFPtxX125lYnAn0gDPJ2UROAoIAVd3Timt1DcpeOUBFbuqjP7RUX5dABK51b0qFUiLzM06QDFw8c0M3Fz3M85HRcLhrgyJ6OGvQBV2l9AQr/7onWS1CjozmdBrfQRfFz/DDPYhp/518L0Xb6lW/Px/dbSTYIOr14v2+jBPl4ncCoU0BPDgFB1oT5kI6ylcdmT0N35lYR/d19rx5bhOxIxxh9H+dn/KOt1MfXqll7WafXQ1Bogcuf1rXvp0G817bXyd8fpeB7TVIAykoTj+ucPRP9+ZOYDZwgHoeicSPus5rsWNf0yCSmqwOp2ek49gqlTM/+azhqWV2A42d9Rm6z1ttzhO0Y+Zl9DWg8Y1Xf1cIG1vvmCKsfb0VtXJnGaIiJzJzvK08VHRE7QYRHlg1MNkWXHLTa8V4+KQE0XpYxpUsrasnPzTHr3FcqC889ZbTNzbkhx1Qg3rwg7R0nDB2gQEVwQBZHkOsMXK+XmlKzvce9+0w0SDaw7f0qfhga0C05uOcRKqJ6f1icM+mcMnrH57xug83AH1GJnYD4UVtGjPqT/L8l7qPPAMp5Qu3BXmxXcs2p9K+eKZvs8QCqOh+X0/gCGLlFr3g0TD7lGHWt7bhCRO0fDJy0LqmP37mx77vuEUB93gDApP7TSJuq8IjUR0cQh8B4atqKQbz1h7MeQ85TAliaTtKH67QNOFxIZRsEjM7UPiAQYl6bnGhPZdJVS187OsVIz1bKOQt8bWVyWBx1VMwbmB+Y/sym9Wxgu77yMeUQws/k87p7Glv/3LKqVOWx57UuxhzXxIe4d+S5dnHX3m2PO+hix/KY3IQ+/z6LrcOPddTe8+aeLcMKL2Q7OOE+tSGKkWzbPulIRxbMlJ33+40//vxD1fIEjreKoCzTdX7RWYa+l1334yCZAZ3Ba1OXuP+mSVgMcaRszyxcZwhark8dRX1tvqYxg6O9rUNrQlcExryQofZh2c9ivXNmEbEVpBStDIdOCwVAUkrf1+mIaWeGqxhqH7ovonbd93cBGzvVEfxcaHkGGB1lEySCwYnz4ACqPN6LeR3AIHZoXuyp2rgRswSoQU8LZi9OHAJRHz4OzRMgtvd5RjifnsEzHdxp3p+rSP179+FrAmoDx58/cwLbgAdUpPpc+f7zp2s8n8sGLjNRJfTW8uj7QK0fwU/IXmZFMW2MhtZ21RqdCstrawXSYPRQYGpwnNtCPh/r7HvpV5Pvz304DaSdjQgHG55G0KPQfH9jev22BNs0BR9qKz0bJp9838c6/o0j0pDwtA/uez+T168I+gCjAdjIHUpJ9jNtJLv4330QXT3ekVLewphTPxswO34nq7Hf71uTlCaqRiUCplsBVpOS1TnYegMNWJjOYhT/5FZVNMKrG3ISlXItAzsC6l7R3LLDiYwTkGnTIjllIpfTpwSIW2m/a74wB/mU5qJCo7TYIJfP4FukbDiVRrDWvTFpYKxPBlAFAVqIal/DiUdRhUM7N0byfnMUU7/OjMFs2kMfqKiH1zuRFQUYBzUngXI2Dcw9Sm+tW2cbBWBnqMWZKzP1vMyUMYJpo3ACDPKmswwbLN1EMNoSn7WtSkzrmqxI0FrniLpOfYbuwbLjLzBFZ286OGfT7ofzGASDwxGi0r8JZtd0j840xcRSBfYs5bjrWqyaZtQnwPdcrw9cL45k3NX37jD6LmLSMbOe2ivAPn/edqXebfwL3KVFqeTxlK8zYFGfP/TYVmU58bt1XusVv7ftXl9rgH1fM45il6VijJ90L0Qro16hPjvkdfS0ES/IvJx6Ph/pDJC4nZF4qoc8nzZ5bEW5hve3M3ERF+59S5V42hB1dts0OzF5qOuBtRN//PknPj/fcKbt/f7E+8dbIF2ObKp1W8i6hsDgPh0sBbBGVrFTZxAlMzjPmh3BEDZl5PlrViBj9zmEMzHkNBZ4ywSi08BcfunyHFVsN8ZQu6cLtnOmAvp7PQVtqxfpLvucjN4fDpfTQrmPvYnWCS5+GyOw7iz5Q7DADMMF1Lzg5Qc8yZA4FU80b87Ebgp3g5mhZs+N4o/F1GGqSN4BEEkgTTyjPnl89tzsp/dwAr+v3nlHn5yWzL96ndNDthJ+v6msmLaMx+cNRCx8vFbfy3k/lnpe/vQa/TOUAu37asXTIEgHSag/N3B85IuC9r1wf+jluADlOeHAnAh7OumDK+Mje1B0gr6nFN+j01K9LwIHBf6j1uL06Bk5lDwdjcLtlOSXQ3Veiyk/fk+1L1FFLZv52mGArpXAF0J+G1xXc67DYWienI2g2y+4QIDrhLYgSSA0BI5gbzLlYLF2lfvlaOgITIO7gwbB5ZJMLsmbD7nos80rS3r74VvS5zqLIiGR6d9UQHXWRzzPmJ2SMCjXWpfsUT4kpSU7HZ3Y7M+odXHUxpd2BJhKi5+5PQ98bwHFrCIT7yN5ZUDD41TUgvf7aBk0zP1i9MXzoav1RUL0GF3Newili3Ijtnh/SQ4onaSE/+tUsmZnR8+ytpPt0VyW/4ioliMjhlLLSkuFbyO7QttbMpjxydjY+SbwOBweOyMEr20oEh0V8fMb5KWer7S8wYl4y6mJN0xrBnKtMljuo2onYegeLNfmzzmy5f3OSEboPPv2ANNjuFhBhWIb2AJ/1/VCgmn4AMi1l2xbp7BN0YXXi9Hz+36rxRVpQ4Wd5fTaiSzOsriMz6AJsyJFSQmvFa/jIQ8+0y5KGOWc9Zmn/t9G8Z0+XBWTahnFAE6aEASqR2DGq/dxH3ORFVW3zDIClSVEKVlrfq4mIRkoAQJLHImYSBZ+WS7mERg4nueU7zGyqDLssmKbQpTOdUlkkJN8p3jxfs4DINNe7Hp+ZOL9+QNjTvzv/+E/4D//5/+MX75/x9/+zd9qJvUWj5RnaG3TNTryf+pXd27h+UEDPen2MaDxklHXNI5lX2nqDTbtP3FLPAugvIvh5ugN1spxkjlJr0HZKOpTiWJxPhvs8cx0f+dLwZUDqJcAnBxVy6uclNjgiEZHPyEHQcWpPHQ666F1TnIcT6+IF5cy0safFYDtTdLjG6m2J74xdNi2o3UEA3tvEZqJYI2EPKpwqDKq+YoN6r7e4+kxPcLFX8DbM3IVtagnkAB6hjOr7151bcl7va/D+1/upzbr6fkZjJzedz+XwdhznugZgbzvu9tluJUKAnF4z7y/7u+Y2fvhCAR7YGY1b/aBNrgdA0iopYfbMEnQT77TCQZPMOB7pmdKUOMpGHx/e6g+EDwHzQENy4yU37kOpUoN9gT+1joiBbUTKIV6xcTebaTcn7H3SN59sFrNEcVRPFX2ZFxb5OARGAZbx3pQGTBKd6+Da6a1HwaOiSKyj5hK8em+hQe0Elp+jRW82uN35H2VbGhGbXTkqwBEZu1nVwqnFMUQHSfL2dgCl4GuzC3vVADApm4U1ylgwL220rEWzofTtUtWD+rN8b/toAIE1AZg5/6aF12fzCgdU7oAlM217poslGD1ICKwU5FO87Ksq6xsdxepVPRtXIgMFXOwg4K5WAXlSgegzkgVL0inuKhqj68tOrgG1WYozgvLORG4oAOplJ44i60fUA5HJhidSrsC3vM2YK5K9r4y3evilc6wdPquD9yZUv3qzJ+OKnTdqebd9747FS3nCtrL2IudAXYSlEO0E+lAHBzBbpETuFe31CFX0xJi+CUuXnIOsEH5Ff305p/6OLYucurU+hblhNigl0O3ld7X3gNZDi/W9tFU5XRWdb97lvq8jHEcoYG+B6XJfS6NENNyZCdE++Wzfw7B2F/OlXeUlfvMukxFK+c1kQDutxqkiybztGV6Xp/lTS6no+GOcjtjtesZSxh5vdN2ORofC+/3D3yfv+C//J//BX/393+H3Bt///d/h70W/vzxJ58tBLJ1F7xelF7jOZaUSy9CQJKjRNlEu2yP7tF208GuPITjVE1u/WOghwLWlpumZZQ3sxhEyQikI/yyr0WVQHNQ5wnilxxu79XZK3uYLvbFZpcd7j1nN4qC6aKWmKOK4nmTlsD1vajEd3movkCEqiLxM8CyoKQUh6s9U53x1+qwWEQidhugzESOgCoiZKjoufpB/1ql89dXxBPMdQqU/7a33JwjA5sGHiePwy/PjJxT0zhiS3ngy/v9x57reW8GNuv8IQCoL5SBmN93gt3UzxgOZ2obalezBVAbTJvz+ExX7DLqqWjY2ol934rKdQuBUcrVqvO5Vyco14PUszPK1wJNzxK1zt2c1V3urVZG0ZIdlu/2LRsNE0/lFAWwO2Ls60+cHNFMcWmQMoA2qFnP7LYg5I5OzGkv0O8jAN4beN837vvG6+qKxuobGMJhAlVIMFKIjXGRKB2KtliRcI4rm1yvAGLkAbSgZ1PK4cvZY9RgCyAy0jEG2NcNXbjkdchksUwisaS4QiRyOxs7wVT7FkcPSh+Wk6QoVyhtKaUXAjQOkESMmr4RMgbn2LUlAjbXWucEijDP5oFCIunWKgCqIXimsuaKkHAlsgszfD05V1ME/7b64gZGsvgPLeueasS1A3K/dd4mewgicR8UD7/Xo+Ywen9tvlLpyalzs9fmvoXS0rqvs9KchTmHYY8A5uDUKHR/UToZKPCBUBRu0NPiPpiLyHvBIIjNvZEL3TtwLbUOgtL2BArr7vS7weAcg+PxZCgzE3EYNcpAR/TPRuc1UUo6z0UYRAh0agzir9cL43LF/MXZwYcuMu/cjmqBxjE41i+BZUsOO3MEjXNOjMsBgN4v6zVHbKp6/FE06MheR7rd7zMiGPVOyRGidLR1ZxU07iiuKmLjFRfcseMRyYebwpdStArC3puN2uEG8WqfpKptnt/OECrpWQ5q6QlemJFIvddrqeMIdxbw67EPdY54fwoNyJllSy3L9FD683QumMkioBwx1OkAcA3G5ydHqv7y/Tv+j//4H5F7s2r+xw98/uCghVp7LXVnPNxmTdk4USCG+g67A4j7O3qdh6q+Iw1ykygq6Xh+bSwvj0FUq3ZibS+n8Uei1iJzFBCtgJ2HQaysIkMrxb1vJDzyMfDxwaKrMYNnOwMpuarNiqzZ7ZmaNAX3XN3qKjCAsSWm/qBwmLylnda/icvAF0Dxr3xAljx7R5+WiJeVxjtAnsFLRZTMVM/EiH3MHx1HRCXF3emHrINYnMI2gKewAu3lnq0Y7B0+o355XHs9fubNPafNMBOwK+Tt95ZR8x3Y41fKFXr287p+FnuGs9L9US2DeJ1Z8zDX2j1izlGGQEdaAvTMw0AZJZz+PoPw0AEqAr4FNFApn6/rauXp7/fvv6bFDdINUgGPAUOB4gbz/o6WJ6DToKccNTj966+U8bdx6sPe1e+VBjg4ip2ijsf+ODLaaduTlC5ye6VOO0pr5+peHDHXBHqUYu6+bG7bAjlprJRuJ2noe7WTO2oJIlxlmDLKLV8hjhfKoEZFNJnKyzLwNmwnsGxL0PvsCSFuHr00pamNpDefCtBpf2A90pWPzMEIXHHVRIb80qiWstN7fjYqNiex9IBT+sl0TQIq5AgVoHTV/1fn0LNWB4KROl2XJPj25hFsr1M87jSXtauiPUXDI8s4G9lQVt8lnuWIgff9rrYWr49XRR4czRAKpD7C0U/QRj4ZMT0jodD5QRwn5pBtHEYK21GsoevccGRFgi750Fk+2o2VLovx0FUBpbt2SHetch4+UOCY9AAAIABJREFUPr5hzIGZHXl5cslkV+6eJw1HagTuvJ/UiadTTtm6rsCcHclxhwM7zSFDeIKc6vZxb3x+fmLdq864HR6gaVc/OWL1LM2h9pp7epDbOFVEtYzvbt2UUDFQUwM4tu4FF54Y7AX2o3iBYJ1ycc0Gm9pyIPvffaZEYUpTP47zFyiZiiE9v1OtXnoQwiPidayFrzMiukm8z5wWsaLrcABFcia++QbPUob1JB+EIPZd358CLeu+kekCsaznTpvI7DX01eyQu5E3AnSisOHZ5nZwKl0+jmiwzriLuEIO/M5ex3bWrM/pEBn8M7Dh+1K24MBANVzA8g5nYaZkJ0v/PIMulKszyu/nZl9gOlgujPJvw/eAIxJpE51PuwjZrwtIbAMQQCPIDuLnZJj6bK9wXZfSHwlIURbPwpyQaYBAYlbCJfA8SGGPREpiIFBV7nUIGq2fr1NYHzyaA1xasXz97Pm+Mz1spUM+za1iFvNRnoDDFVjFSctECJh99c4b+NkgWSDd2sFpkFY89pICVpS++dCMVH/eC/Y8vHzOXR40dx/VToDeVxtUyiLJwE9d87PiER3kJ2AcQSCMaldxUgfsADRgC83EpFJ3R/xeq/P6/O6O0PaIK3HM5tAenZybKa7NQMQ6rtX3MmfvUXM++XsDtDE4S9jGKAKVGkMmIzVGxuYwxSy+Uu6t1GRX29pQbywpro4YleaDQW1WlAcAVuw6S9MV0scz7RjyCJq7OeNMLUs+FDnpDe/1HNfgiC2ASaVIgV2dm17J4jBawU9Fxh5ycxh1j+/b9wke8ATamaiG+TJGkYZjlr1OcWEnxgYLlWjxdDa6QKjkaQzMLxOxGJlTKw/sPn9jIERx2BsEA9npdM6V554T2hKQGeAMDOToHnqOSl4fzGoAwP3m6L5QRKSrzkOePopba8Do+cupNeP9owpqiFXkxGyR6rcKgOwgwLqKz/EAm/r8wDimYvAeAlFG/76bwpQyqLei82y2zV6sVe1uwCS+8ESogOrWpCgWuVR7tnLgl+Zat35jkQTPZ60tomgJBSDKjoRaZ128pySl5P2+4fGMHdWzTDJ6G3k0YD/0ew0NkJ0LKEq+mZoOTORQ1K1SE6g9sG047QOdGA5f2PvW27zHOheSyUjt03WMeAQdkbGBcWnaT/ZYvgAKNKbvfYTGJ/LZaFayskEdAFCWyc7ulzPOn8mWW4ZBSmBMOTmSRexOV7vNjwRTujBVvOZghyOGHSSqdHum6G9ax2Ca/Gwe3raKgkUcokAYUlHABU8Isp13tmLoT/GgTdiIYPszRSBdkZ/+/s1UewweT/hn5SQrmowEdqfOeZxH2XDexoCHcWRhAPDsaPIYPOdc7kY68xCcl25U2EE2FprGARQbd/HvqbVCblGMhvo4ljLu1IPTUyQ1Ay6oKKO5O4rVB1qfG1YuU3qC6ZniVh0GYCpiFxLkE7SeQutXR4lOUJFffuefpZTLs0ntV+/3vIadXiAfAuTrd+jZ10i2mFBK+HwZT/jvfpa971obk70SUES3TnUJRnlTACKHKT59v7VeZ9TX0YpK3FWVJODq5efkm/O+z7/3+sp4+l7gYhgcwgyByD6wPxnp6JRAPn4+8PWgn5HPc0Z3z+S2YTsE3R7XgEBW8z+fz9rfYYPhSJllg4Bn1OVjhIBRVH+3CxOel22PzNGk7jm4VDzTgL0bCLdcWsGkiE8uRlv7HL8FebPmGnWqqaBBsvWJDRu/t/l8bipre76SUbfrujjjtJQuKkoHn6t0tAsF/v1c86hYHgZMKVAUNsBbPTfbWoxA8XLum1FEZx2QSgfrPef2+TS6QMh7fFJSClghgIxej92pZ/azc6QfR4GC/ikwuWVcXy8WY7zfd629wwQGu1Aq06Pohirjn0VquxzP2NaMivhIgTBCsUrP1thLR7LKSIgTNR63rjXiPlGdKIUtp8uy2pEKrZEmrTz0Sa2H9ecuuXA26rrIyZ2zqR+ZTrhCgOEAdo/zNwrZnN9XZP8wd3UBOLi9R5VrRK+bQeUjOjZQfLsxBsZ14aUIO9eA4KbsUnaHj5/tUV/fVdhjhnoKAjsNMLL0JRvkQwJrxz3rbFXLl7AOiIrQn9XMuRV1NLBBiGNMqtgsxzzLAX3q4o2Ms22eJClGB4bQjlfJrWyGZWkf/Mk52JTdEdaQQvN7/V+sVPRe7xsDZn+GwFMA0gsT87pwXXS2yLn1qEUXvw2EClpJBxEwUpAk7HwnyigTA3azfT7uRqZpPNqj/Bkb8X3kAmefMG+pJrHw7xsbFy72T9yJhIvTmkdYbSGluyhPB2UvWwf5ayI1k32rv+Lss1r6wQ6iz5qcQk/gua6p1Pihc1IR2SH+tIDukGIZM1hVXf3ZtABWJNy4qIjBGF29U/M5swXSI7GGvT7IY1z0FquFig9edOTLpHqnR34Ggz8DkOffn4DACPoEU+f1vl7b98rrtedp49nXbW/RQDmFxPmRcXwu9WzSkmgF7EplC4G/H9n0gMy+B4J4o9C+f0fhnkALdRiYCjZ07Ff3OjxGCern9vDOtS0OYQWaOyLqG7Kh9898X6eiPbaoIrTVkPV479f9dZS0uUYGlI40ptbKRGI3o/XP21Bw7XrNz2iypL7AZlMm9LyD4G7d6imp9jHY6DY3VflhY8r2MTbSBf62DYejfQPXRUNzf76V8pnYOwWm2Oh3zgs5Bp2xTACrQGhV34GK1xGjBhlUca4sjhhs0O9ISjq1CSpML9YJytKnrQHaI+KxXYGOBj87ce83bgHgniHr6B2Fbt8og0X9M9S24ynj7t+21SKnSw78yXI3KFdKgbnqMSRDHq1oB85RgwB5wdU38TjPbqeDdoH53AcgLw5ToKpS5xg6w0/9QH6mIjHlfJzA3uT+gBucO3sTyNILtfcHEKEzMjAmikPo43jJ2MiqNwA5HW38TNFZa2Mt97CM0gPkK5qS5Hf7nPZ7dq5yKELUnX3bgHcG5YyKfHVuDcQ9v7rah3jf3T5MtALv0y7nwOntp7NN+ZLTsKMj35INdi0ZBTJ7yk8HV8rJjejZ8EgEVKQVQGrm3k5SIOoZQ4EVyU5hF90Dvzdqrbaid7lFmTqdUz4MzmDBuX4Y3Qu2jZwdn1Hg+vGZensD3Q1maPTxB2ivTKTskZ2f+k6frb3FvRSNRPcwI4BryOlJ2Z5d3RjstPpc+LrU9ROkEcug2WZLVnL3mQWc+pVOQzDoAKCKC7Gbqx1QcSMUUrXciMqkzyOAkaZHpDiYF9xvsQpJ/czaE2cMyw5vwIUpEYNFZsgK7I1oWh8kqwjaqlkFn85YQqCSfHaFrmHc1Hks1NnurAl/eHUUIcrTo7I5BFBh1en0og3xoRDsdWxFeFKKzSFbpycDYEd3uDBhHfbFEaxeRKB5KRFt6E8gWNGrIzL4FUx9ff/5voc3ChefmEd3Hpyvh8c/dzVcL/6qnl1RvB2i/WH2LNwqB1rJtTk4fiidVuRUp7Lx9MLbk1RkSqk0cy4I4Pvr+WczRfpXjH8rea/nk0slCIaw1xW9Jq2c8qHwoUPAkPh4KA7CG3uzfm8/27lfQ0U8TGdzbez5sQK61PuxRl7DTqn54PmeKU+8tqd7RGTNIj17kwKMhoVn5u7jDBz3XD3yQs5SDLA935DR7Vm6/YycqDLmpAMVvRhZimXiul6chJGBz/0DTqMyysF18GxdV02TT7kEvjp6aksSAMZE9RCTpCFL/kLnWR+TMYhIKUXUeuwxykDA0YVQzzbJ/YxRPRq5S5WsUUoVBeSAQV7wYVAWDiPke7Jxrc8Z7Aaj9GFifwORHRsL65CxUSk3tpb7EmFKNTG/Ljoo9wI26nN7feUR93VnDOwR1ZLD66rxXKoVlIOYh1RJbueM5rjtfMxJ97nyWUoksBQdpeWoM0WbaUOXTq/wLB9nc9104u/d0d8zQsxxgABgfa0G3JrDTR3g6UvPz9vJYCs27xmvSRnn2btVDHZpfvnW+xMD3759VyHjVPX0YO9gARZP66gsSx7YaOt3I4B04YrWQ8AnQEO7FTmiw6goX/W0dbaHAJEGOUqiqdNViez+nJZdBFOr7s8nByt0T8et8D7l5HmWc3JRMWxXEFDbQZxc3TPD5rNeZ01SdtYImDdHOdIZ2tYJEHhoR8qAZIrSZq4uq4+jaBaPcyTd6N8bXzhqvrEoi9eFfL1YGb0SmbcAuooEBYAak0iOxT2MQcxC6RoF5FBZQsr7nAM5+llsFyqa6/VIVKEI9R+FKVeqZZb05t64twMGtt1qrRPAGCpGhrOtHSQyQEUCI6ecg+X8PVgIGnXOd4C6YR6caCTgwL3WJsLyyjQ+E0ZyfncwsjgDSGWXpEume2IO8TI3MHbg8g3DhiHa8HZEzsa2D4oVgFMIq1I+hVN5o4oOAMBC4sP9hpQOWFKXCDXnnRz75leDgDyM7uFNHwr6CQK7WvkrcPSfOedPQNRcLAPh89WE036d10M6nO0lHRVZab/1BJ82sH6/Km5tiAv/+LgLLPrfVvThSJZSOBaWiiQeszr3opJzOhKoKIm1a6eEo9oXcC+7FccZoUsbbaDWrfiGx/pUqNyK69iXXtqoCF9mKko3tZ9b71WLHJH7qSgd+XYq8Fm0NasZ9GEkgEMptJy1g9CcSoMjE/9nOK3WTsg0B86ACUf0Rl8fuyOyBgJ+5d547/1XPX2P0Vv3jbeU+lo31v3GWlvpQU5tWWthqHdaaC3WvXBrfNeIjpZZadv5+hqB7cgBP1fuw3mPiQI7BTn3hrfAS89q8lFpbrescIqmp4/gWBcaxjGmOi8YMEqmZnMioefxDF/TaGC1BIHodRq+LnCDFb+ex7JczmYMXC/2DDSfL5ecg8xKr3Fc5CxOsaUuxOF1ZGT5+QFAkQGAIJvv9xJ0NNDX2sczWW/bwfPYudxJg6jrVFuc6yIoWrt6NNYAB/SzuxXY9Xo9IuWWaY58W3WGhpyGfeyj9dsyMKnslr4nV6W9LeuAimzeN3UB2mB7UtHrRQdqVHoOhzG3bJWNh43n+T2BBrF9T1rTcdqUG3sP6QUUeHpm3Pgdrqjngh+p/4s6bDnDIhvZHGtF+ctmEYR69GiggzgPMHgAycxUJxQ/M4W/AyvobMEIFTQ9QZ0B4sNezlmVxUVh83lL8gvnmAoaGWwpulwZEEfiqSdc5EmZMWZIrKUzPEc1L29KROOOuEbrgLAO2LWBrdd32a6du3jhxByWt8YS/lxAWdBNLyS0gJV5QhxOqr42RVZGZ6quixxcU/W8vmMONM+Rj9+2Vf+T58Xb3jYNx+t9RJN9Dg4ZtwfSmEbR9mj9tJU9I50I9X17dxX+iMGSlQCunanoVn+ZQ/lfwdapSD1j1V+UCVwXyJlQqnonDd2fP34gAXzfCYyJuCbGwctC6kAEoz5uPkpw0NyVvwb+Tk/2azTwJ28rzshWC/4JCL+C5vOzXuCfQvbozTubazJN3FEXb2hGfAlVR71nVFf+m0IYIWDHInwCEqcrPPtzq3XJW/wPG5jDaKkoIyqi6+kXiTs3LoamsNfunmMR9bm1OyXzdQ+4LgBSra4NRCO64txCDTA6oz/PaMBxcKN5OWOACsWfzxuJBcQCO+s3CG2AYBBgT/JMxz8j1vPw1hpMNM3CqSbTKJCJUMPhmFfxCDlnW2foq4y9Dxk+QGGlBNdq0nm4VcLpOKEMw1Zrinvd2henyblfMwaucTF6GQkoSnsBVRyw9qoITliJqnK6zlS2JDnVHoAAXrDVCTqK1eeCsuMWENc0pyfIw9kb7883o4sIcpMG2oCP0VNfAsfeoAwlow1qtbRT/RmzKh/rZ2DbGxve2o/thryh6Aif5ZyqYzBRUb1AjYvc2xXWdAAQysiMbtPT3DHf/4bySrwHy5L2e4h+YD6pC4UqIyRnMYFKlda5MqjBADAxxmkM4xQ5LrHMnyf27ATma6I0FpcRxdfFATzV5N7nxpEaO2zPdBkerxo5q2KgkMHlfV54aQ74fZub3Htmg118LRxn2ZkIg8MBTqEBjbbbTMUIykNQD0emFBHUMsuGuwFcZi9ySF4YPG9OJdOaLRtaPOo+fWatZOucbTpYaieGdDrT1rYb2GzuT8KEirRuRtumClTL8db6nuDezu5S4KYL805d2nqwHKhDz/t37HVIea1513sXpxkDdIoFnq2/EIugaftaUzY4bTRYnGU4Zyf1mt1KKxl1i2y94nGtELjf9y6qx4kJ9i3qWyhiVueT92T+Mb/+BM+hdkdZWQkWam3RT84Ax6hFjdD9H0WepPwIPB92M8hV6DMS55xvKCIdyCC4tl6qsyxKne25r1Fn8MAp7l7SL6fPWx+Osvu9Buyh2rJPPydxIQMrkvWH55djHOjU3ppSoMFQPlITEuT+XvMF59btHb7fNz5/fPKwXa/HxlpZn41+3V/PD/SVkPyo8kMrkK8GtsEmb6eLEvz7rhI/N7M/a3TPezyLGh6czm007jTx85oOHddMYwnzfVToXfMSF6bbNey08+IUHwBVKG5x0nahKaUEVE7v779k5LzWJm9f1d1+qbfjQrw+HhEDcy1CYXPPSD4gttI27TFzbGWTpMNRQoFSA4MxRoNJpVPpxXoKzKo1Z5TvHPMI7KQinIM9rPjMqjA7hr/31B//4YE55eTrn963jVtKJ8Bo2Of7E+/7BjLxuhJjXni9BpCs+jShfg43W9+4810AlADhOvh65mB2v8ICuRHdoQAdPS/i9HZPNKYigwir2phw/9ggHclz8/HBPb41RzszMV5qeo7UpBsKXuiwDCmwIcW60ylZtZ3ZSjl63eydzkk5g0D4cabvM3MwArEA7C2ZiYpu+Px0pKNTT1WIMCY5RpuTQobA0NpuLWFQLEBfobpD0eNID6d/zjX1PgFRwHnfZyFGOx9XmCzPaN37vcpZjHTkxWv3Jcom794Ul3N0H/nEWWDPhs7R5a0sg/ENK7mnHMCU0d/aiygea7VfW6hnNSj3fVWc/tSRMl6ORFoX+HwFG2QWsDzPG+CUn7Fw8F7hwio7GQOv66XWMHI7QoVjAofv97vWaV5nRkx7IsCzdzt91wdtUJZtkDG0kd7NT12ubv1S9WxDyc+rOCKBE25VZezVAZaFw/vlqhF8HgDZWaoYbFl1r62m4XJeFUm9KqUI9Di9rwEVg2YX1Pm7zIdr++nvRvqs2hvRmX2zYXtROqwzw1E41Rln61XUSum7oBSpzzXs0HSWZ6jwcArArrxFc9E96X4wkg6m9Oy6b+oDzb33mbYjOHRYM1NTiKIi8XHYdvZolB3Vf9XpYXtko1s+RTmgveZHAdJ2qzaDaK1TOfqJXn06IpQJ4Ap+h9e3A0JRsuMPm+vpgEviwE5ybGNvUQ5QMoA48E6AOyg9b9kojJp0jtyx4EpFDGL0NIa9s4CNRbwUhyoDAQInk9TphTKSaMVv5W2lttX+4JpsVDoTuPct0NmA8f1+16acwn1uCv99phh/BgKVYvJSZy+o0ylVPKA/Z9uhNhr5+E6/t6KP8lT3ojIzuLyUEkoJrQ8c58GygAMAlhp2n88CjDbQmWpXxIgT/1P/qqSh75mknU61UkoZiqXKzPFijHmthc/PHzWea0ip7iRvo/heSXDfI/rakDM1M0qRr/0uQ1qRFwTcoJkaIjHRKbRnysGtaxrkG3TBBn77YM/am2dU2qnW5m461WHHsjxSPetXWXIz7AgoDcMXU74EBfN64fr4aEUZUeF/Gqoba3dU8KVIOg3RFI8ye1qDAIHnxq+b+3UFFYUC9lR0um8uYOIWf9DtXGq04b4FzgeuCLzfb/z++7/jjz/+VKP7jpA5VbwFUtRmVmvGRrH3bd5rlF5gCoM9LavQCQYhibVccer9Tnx8fAjOZ8txrb1aZBwOYgOmp99sOVkaWZdJSkzEwDX7/gts2RE6jFWl5+p/+P8PGUoD/d0pdukGRlUvXHFx/6RfXB0+x4AnkacQi7/VSn7dWns16Ee2s9CROf97ACO6Pc9BLXAVfq10Mrrbc6RfB2qqx6oGznutMmrna4yBj48P7o/2zJkQflXFafDMIvSeQrYA1iHLqTZy59m2ihCJkVxIR7QeTvTZ9XUbZO+H7s4C69JTMtx2eFwgNq+paSgB9S8p/VZgu5yYBo8P3mcIeHk/962q9ascohkD+difU66dvo3ixS1s7PuWzCoyfY2mu9TaPPep7ZOyg0qHU59HO4ZoWpLltbM91pvUv9WyKLp+wMGFey+1UZLDfN9IcUe9ZtVbFhtbzmyEqTQp4CMnxMEiRFUFc+rXpbPp+1qoYI2cdmjPmZGSrQYqAroFHNmU/wB5Ps/HubOsZa0VAPT6Np5QMK2AnDGGdeXUPpf5axuqZ0cc06vC30FKEtP1KeB9ISK7TVqinIkYg6zFADW4z5v21zSeZ4pd4BiDjsgh36cGCN+4gS0SmAZ28hi8cC/19+p+So12VzLFmRHAgHpBbsRqQcxkWPu6XnjfN/788UlPcr6qNYcPhP/tSKAFdDyMx1NpnJ7N+e9nlezPqcn2DqJ+dnqVz3B/PLgsfp08nu5I33wAz9INeeSP+wGwMiqFdkZI6/l8ANKbPQo00thdiHkQqxPIfQjfaP4p2z+kOKRdmUxw+8Ke5MfNMRA7cacin0fa/f+r69u2JMltJA0kPSKy+rI9379nfkSvs1+jc6QHSV2ZEe4k9gFmACN7N2dKVV2V6eFOJwGDwQDEZ4bh1nq6GQ/rAizYxnmx2XtH7ZleVW8yxvs70/rUO5yIvnBlvNQzc06HWMO1IoVeFdXSuayMEmvPhn52tDrgZjrcLR3unBf2llACV2aOcYaDmZNpJl/BNJtTP3MA1jCvC9c5cbJpLRCGa9CJuCO1flk4pKh3xSSI6QEiegttnQK0dgWrNdeFi4wLWgRlNhea3cPgumIKTtcAEjT+5z//gVnDjx8/cpQht1Cs91oxr5h7eMFZ2bzSqcTZ0ISNhmtdcBZMRGNtZORazA0ZYAKc0NjRQZMhaUxryyirojG0mXF/CrYdANbEdZ54vV6Z/rPWcH880HuPIIo2i39g4IUEhG/6bNmTtjvIatXiTh0ygIVg2QXK0MG5wJqmxGKoa0ItSeaa0Qg90GycKWeqLe1EI5s/mQYnQ7QYMvpKfZpsXRX8IYPVPUB2Bia6XvNYq4ZF+QrfF0qOk4VaBA0p6Viq5nVgKYB/1z+WPix0jJI4jXHT2+CZzbg771nOzJcBrWP0htajUfR11bhHvRvLZ70wrxfmYkWtAZIDjdsdAwtmUfm6WDGfIJZBj4Cz2BcTEbIogxD4WiGh6QY411Rn7PPzJ9ZaeDzuOHrPdLXWx31SZ2tom510+ZwezDiFP/x36tFWvOTpwfSXFrPsZzCnsbcjyKwgTkBVvrcBMcmNtgdNDd7je86Tc79bkBO++XURLe4eYzXUp9LUJqmGHigo9itawQwWA1prBKY8k3laudYL8Zyo1HA8g3q0XgA4GUU+necEnen63mKspnyZnA8Dcul8W2tZ2AV9vtlWTMWm92ax3s1gfaBoBX72XFi2aWmdoHNFKz3rDerQGMQQ3zML7TDCtsT/h12okapIf6+vRlJGfy0W3Vz1B5XlyGyWIu40qbQrM/4isjPvgVgEzo5mHcOaYfRezTj58kKY22lkPOliOXo59FicJrAO0aOOYCFvtxsm2S6fKw/pNScNLFNUPFDfI10tvg7F93//ntIS27X/HCBQT6O8gaE9KtqfKYsavn0WUHMj67Orz55+TnonnVe1BXBH6eYYoa4IG1J8CmCjwAt06YULhIbObKax197tBIJGVnSKjZLxpxMVcHR4TEbpoV1qvrK/nXHxwujHNTUDlUeYR6AARWehhpie3kNv1wxM5a/c+GaCkQEFdF2YjHSliqodBshCFuCIgGdSkO5ZbFAHjYBIdLwFe94JHqK56krGuRHoCVAvM/jtlvKEdK5kMlTRqmsIPFS7mi0o0VlZM6Nf7eHSbHkC7eu68Pn1hfM8456OA8DK9IVSRERrb+Be7TnMDF9fn/j58yfcFz4+fuBxv/Oedx1xnm624QpjGHa4sRgB+c6aNaaeY7LF6D336fZa492uEs/vQWKeNb5y/Wwa6TilvMx7GiwhCK8ZhUEg+K20mowjoBS01sqzuXS1rgIEavSsTq2TGsHPa+H1fOI8T9zu9/zs64rAI1mwFWPD1nQ8zxfO68T9fsf9fk9bqSKm3V6lk6ONivSvZbMa92Kh9qA0D43OESoAbr3nWZE9q4BV2uKym2tOvF6vGq3Is3HNGaNLUe/5OiNVeBwce8eXGS23QrIU9qeE+daUMRBjz/v4FkirAOb5fOH1epG5P6oljjssM0WUUszQNEYbowE7GnVp0XMVtpCN+uUHCHYbwZPmK69FUI+OcbCHKwLQiHUVyPr58yf+/e9/h/0YPa+dwbZXGlC9BQWWBcDPMwDyukqek7pagRDwPFJ2tE9ZU5FWnpf958yzt6wBOXTDgQShevbzvPDkZJ0xBm6UoTWyrcn4rWiXJvAs2y2SQPZcWbAIblqewTkvPJ8vrOk4bh33+63qAFAs2XtWaGND3THS325yIy1UBjvBqCtYV8swFdAEJWEVwInBtHeyQ+dkP6OxDhByq5ZZraZkLV9oC4B6OFs+Sl13Yz2jG8amTzUjCHS8nXa9bJ15L+xi8AS/Ou/7XvqrPY3zY+29cFTnUzc8em8YR8eaBD8IZ+c6zGLvts2vF466TlZMghqRZaS2m2HMgeN2gy2PiQkWuf/QXy204/h/gsL/35c2627kQGfwpr/YmUc5Cm2SdOrBHajf1w4Ky4HVZtXq7f8254mv5wvL4/lar6aq+YI6PytZgInJN5VVj1gwLwcisLh/siEqevf6bhlpQGBwhIHzYA8DDSKvBaZpBLKXKtYYwY/ew+G554GNYJL/18BWAQo2IkrWXknAzCitt8HGQ3TUa+W53TbiAAAgAElEQVRB13vyK4C3gDAQvTEbAswGCx7axyA7HGjFPEQkRO3IinYHFV2zLciKyM4SpFRKZ61rYwdHVs/qYLbW0I+BdnbgFc7Cci8ZYGrGHfHA6D3a61inw32lRsb6CMmHxRqtjaVXj0M5hAAwE806evNMfYGAvI8DkblemVqOMJ16S4rM4TTCo2McB+73O2BRmb0HgHFe1Iy8qmwj3UPjvOpsTVa4O4DH/Y7WGsHT4j3WtJg9ODMw3UkwubwiaV+Lc7UbWEqNa13piBSASROrGdHXdeHz8zPsw5z48eNHAUfuyxiQtNDcscRgtCpR2KvkI8i7sC7Oi+8G68A8T3z9/MTnz5+AGe7bc39+fuK6LtxuN9xo8xqC1Xx+PfG6zgzg1lqRImqWzbjjfZPV4fvPTAOQDBuw9RjcgKMxhoAtrdbGRlI3u1VzqlVakzZd11gBhCQb0jvNVlLS4nq8/9fXM++jtU6ZDijd6TiOW9pQ2R1N4qj58OXwpPkVy/T19YV///s/OM8Tv/32C+73O8yCAZ0XuyuY7E2kXa8VAKy1OP/DB+d9BwyYDjQyyL4kFxAxsrZA8gIQLE7Yrxl9Vj1sxXEEg/x8fuHPn//B6/mFG4OyvMc5CSwMezFR2C6e/Tnhl+OaHE3p7Y1Js20iyvIJ7x3DDJB19cjWxPXjfMx5JSkBo9xJIJa2TSSC3puZJXgVEAtyxCNwpX1fc6UsqrUjW2YtBgPw+hz3vUZgD3Ti2b++vvB8PvHrLz/w+LgzPRudAbItwxYkYkneQj8su0I/plTwO94p4L5/VYqcpIMB6iQjBKzs7qKRD8At+88zQ+DWRwu9cws/fa7SdFsfEXBgbfcOfoa05MjrSm8a5FppZyGybkXqPzGDAlAPv2G6aZJ+i722pQEF16NJsrQFGrVsTnvElHsDhpCyHPjcoqzJBsNKl9V4MeMvfYAVAGLEs4iAdWNjDPRvkUo4rfkWjchJ7zccACBSYxmdbiAuI4B0KhWxalTQHsHI2ObIwEx97qkdBRT7AoLGu+VOcndc84XXFR3cez+yFcpihYu1SH2oA33TC+dLjbY63Lx9rworgW8+twMeE8apwxGDhgI4PVLg1zwzxRIOZRFY6fljjqwq9SZZGX+XnHFzR/oTnAvahJB4ULJOc17BKF/VZy6qHA2+ohgHDo6Hi1BX6b41Z6Y5l9abIFyjzIyshLujDaXiI0ozBFBrG/Cp/Rq/O8gOLkQxpYPavTOM+aZ5BcIpxp+Nk31CQO+8RwVbEe0Z0KJBtyrrWmv4+vwMkbuFTufoHcfBRvovRsMubQzT2AoYPNLcj487gHt2HPCiCWKPhLJPE6fSCcdM+bjPZh0fjw9EZWPn+SvmFGl8ej6zk70YraVWCgaA7PTyC82iUOLj8cB1njiliepKF1KcThAU+8mje0OmyTyN5yJ4jAClhOQBWLjRKY3RXpXhnvPCdc0sBpJBHWNkGvxaFSghU89iIpUqDlb7z//8iTUXbrcbfvzyK4CYOf06L0ynlGEccI8en+d54TxftFc99W3OwOs2DjJmIeBrvQf459gvA2BWBQJzOeZ5hZ61Fb9vZB1kJ9JXZ7+VYlv0HhXErhnVsL13mN5jQ15P8gQF19KWBbsD2Kbdcw8gMt1xsN+izvzX1xN//vkz2KrbjXOOq4Cg3usmf2gtekgm81eA/OfPn9zTwbr7Qmq0+2hox5GRm3Hk6FonA4BZrE3DW9V93IuSgmFXX2foQjWaM+7FMfmZX59PWGv4eDxyklSzhttxR/91sF3QPdOfYLCk/f7GLoPau4u2c12898V2Tw2345bBkjR/KmaJqTmVNbMW6VfZzNaA4yh2UzY0940taATrd/95jNDErtxLTt1hvPcomglpkYpGeMAhVPr+jnnet3tQA/c5L2ZfGlofgBkWrvJ7LmlCyBYkgVHqOANgdlpYzMi8k0sdIiDS1iozMBd8hTzE3NK3equMkHBO+qjFIjNKAuCe9tMRBNm5FVmaUeLH3TaXtJorq9E7bcOCUs0I/7JhZSPAzHnp2X8ybITZzOyemNk5SR70jigsLxmeTYN3z7XPQH/FsIss9moNQMfwFWkGIPQ3KoqJiiBS3suBtjJl6txEwlWTiLpthmBRgGvadHQg1RtRm2/C8cK8IpXQhwbU17VaC2cWH1tVzTtYBLCBPm3UbQ8LCJlI5+8MZy2iAFlNGNg2X0YY+jvPSM0Xqz6VenKPiQ1h0fPzoicdaRYjGMHMe7C+MLqMQkWGKTCftXFKi+DbSMESOwORslU6efLZ9gIfCcVh4XQXgWU0JpamskOUmhiPWM5o0AxV5MHhbP+g9xWHq+cmBoLJyqkfqyLX0QbtzWI6bKGNtu0dw3E0pnl6OgjI4SNS7b217KGl+9jf4/IV9gNs1r6Urg/NzXmekSIxx1rB/s0pnUh8roTdwZgtnJc0f7WnkM5I0WwYz7a9p3ltehgBNLPUW8UeszepQTTERcT3rjFcYFQYIAWcH/y6Jq7zFeCxd7Q2gK03K09D3renTCKu1VvH2KqZM43ICsnbMXC73zH6wPn5jODAHO5kH+cZgN7FREfEbbBIH1LnG6m3htVLmF2se2cVqfFdI5zHpYKShtvtgPtHFC6R0RMgUfHYXCdB65ZOghEgGDTJxBk0/Pz8BNgnMyt4+8D94wM36ijNGouGQGCP7Kup8+kAWcgDt8eD7VlmgKA+kBXwa1VBhTWYmvXb1hNWjEA6s3h75g5vyBZpe+W3QIdSv81CVjChVi8VpCtwj/uP54u1lA5VILz23XELoBRBJPD5+Yl//OMf+Ne//oVffvkFf/zxBx6Px1/SX0k80I6frxf+/PkT81y4P+54PG5MrYb/ud/vnPNteL2e+Pz5BZjj0W75zNrnA8F46mylMRBQXFWUGCCiZ4/O5/OJ5/MZ69CDPer8/bKT76PhOCIQUNB+u99pT2Y+Z7Lk2so8afu41yg0ZU9MRC/P8zxxvkLHvD6c98aiSIRfjADR8/PkO6OALzTW1ntq230KvAWxoSp+cK69+u/mfStQ9Co+rGKsuMbz64npHu1zjsjgBVvKCuftHKYkBvVlZmzmvp0XymPIeEBEkfS/F9nOtS5Ks2pmeRWZiHDSCMTqLaoMR6akYZxLv01b49ZkqMYz5HnPzRpWA/GJWubEnyf91VOsPcJmXeyAYLzupJ9Wl4vbceA2olvBxIZHOmVA3wkdBwuWW8pIMiZeJQeKdx1p96NZJCQ82G7JrxwafGH5vMI7koZF0Now/tfvv0P5a19V4ZktRDIK50tocaUY1bPyewMgBEgAgeO2M8IBKRh2gfOF5S9GuuGkzRCRtUdf8/raEW9euBzfN4qsQEJFI/GYsRr632BrwrIqhZOFIqbmpHHTAlhuE5b988IAjd5hI15uPCPDA0UMi1oqK92ZaPuISnUvsV4TxmKDat4NvYdMIS74PBmhL4xjRI8zSN+0kPgU1cVe6yMt3tJJYrSNxbFYeUgAaxervwfQWq6lDoCvLQWygbRkEt6iPiWL6p2ZGdCiHYNZHGIBeWlyxEKIMAINWzQRZqEK09LI+5fBlh4RaRD0vKl54QH5+vrC19cXbseBx/3+1jOv947Hx0c4CrbWieAJQI5w4sm1kgRIw3etiUZmwQCCh55r09uAtUiRnkzBBYBz+Aqm8XW+8Dpf6L3hOG4RiFhV/OqzFhzrcqx54evrK8DLcQAjIu2YsNBzCklvDaMHUz0J/jQuz6H3Eeu6dF5oF+Y18fz5idf5ZCqksbCCzdIbDTXTkjBNqBDIBUXlPIPsEODs26LWI9or0Qvywut5Ys2FYzT00fE4HoCf1BtO3G4HOkGfuweDYypEQtync4pEC133GCyq8Sj0UmrfWoGvY5PX7BX9mtE8xpHfczK74K2hjQOagXyjhhZmmCvOeLDaF7xVOypA/V6RwKEb29Vg5khYZW3MDM0NyxoLHsK56TCbsWKeiLIBoVN9MY1+HOhtAM1Dh7vJd5C2UtID4LjdQkrRWfhBZ9V7xy8/fsFx3CFgmKDECqAu+p7ruvDnn3/in//8J17PE7///jvMfmeg2/G4P3C7H1hr4vn5hefzZBYiikGi9UwUR43jQO+d4KnS8SG78Ux1hrtJEQ7aaJjzwrh13NZIkHQcBz4+PmAWNuJ8rQSaQGSN2ggGba0Tr9cTz+cXXq8zme/0QUl8xDuQ372uk+DQcb4iiG+94yBbq24M7guvV9iQMSKoA5+hWRSqpVZbAbaAAP0hGBhd15n9kjs/S/p0GHDOkvDE5zT028jnieybdP1iksGsDvXstPNJGjjTwBbBbQDHA2MEc3meF7J6GT11/3DHdUUh3Ov1IpGw0NqFx8NI3ixAaWGjVKdHu6csfEQDtgESmUiFcIglKZAV3aMDcZXsQyxaYDoBDdc4QFgUya0ZU3CUzQpgb1DmU8+/90T11uHN4LPeo0Y897fzY3m/5V9OqIBF5z1bEjXLVlrZybtp+pfRr0oLa5RJALdmOPyA6AV3w/jjjz+QqV9CyooGURF7jjEiit1/Rhyes9IOgDMH/8b4CCeIRYNjeWhoGslfLaivRVBQ1Xn7lxy57lMUPi9P323538nWETICFXW4rsd/FyNJFFsbiMZykYlba7KPJQtFrCrSzAzWHWhM8S7dxwwN4e2WOjGYZb+0iW1jsFmygh8Z/XwoPkeNLRLwZ+S1ooLQTK0KFG1GywQxxdqYEoOLU5STWO4wFpxMnHU/oBSgywHrPSg63CNrQFpALS9ADSicI+j0TJXS1/cAlULNdNpyLL8y5epeot81Fy6ENik1Hd8z1/yjnK6AL9ypzVN3/5l7TOut+zrPF6M5gq+uFHUx5IpC4VFwcJLh0jqXNAOp6zmvYBvCOVlWJao9U+wb6pa0N7YASKmSYqwtK819LY6hY8FUixF6Y3QcYzB9LtAaz60CmDzr8Nx36YRoN3prTOPEWprAJ+8l0visLKbT9Wa519Vh4eJosTjP760zrmtmSrNObUMbDYcblr+YqkGyu4YA/rZYSLWxBzCBxgCZF7V99/sdN4551Od/nyyldGSBSM/9oeCsjLvmhNtWMR1WT4HudV6YVhNZgu1TZqJAV2stRs6heiZep4T1+7PpwNlmQ8Syep61RbZR6fUlNss9mViQgVqzAvkxOkY/MqAwd/z48QOPxyNaj50z9tZxZKCPzT4LpFgLBi9+1vHbb7/h8fHBinPAcY/9uIDLq/jMEcxZa9J/6VwF4FM2AwTYDSyg3HqeTrYXcrKA9/sD3Qa+Pr+y6FHzye/3R0iSqCFOfpwgUOcz7NCM/oc5ASueu7cW8+bXwjlPfH5+4vn1xO12ZFGj7Ebn+Wmc4BJyiJmSDMeNdszeR4NyXxuYycr2LcGIVku4Cs61bs1CUvZ8PiMg6oONqGtvrxUs8O1+w419gIPxnTCPDKLcdhSAxh7U3t1rKSowic2QqeHtWeZasU7PJ8FWSBISGCtdb9WYv+ObFMIMwMRqi/1sn1kE2RqBFDMUay3YYmZGdotECXsOcka3w45iYNdSQWecpTYsu1vU5gfPGBhojvIDKLDHgxG4bHmOD5Vvj3G7W//iDTvAg2VsneCbRFfCMn0G11oDKLqK6Pbr8qz3Frrz8be//Y0ImyydBt/wYtFOZxA4RnFHVYxWv77doZsZwHRLbjUPwxd94wbGaGmkx4hCgs4bkzHqPYT9jaDzr2wWciNaGouaXNO2Ga3afG27R1HL+/fkl6+/UtSbRlLRvWhgESK5QWP/xnxaOIyFAOd5srH0VmUH5H1doCbQ49eifihwLfULeF+P9/tn4YEvzBWVgPSpbP8jxoi6Ro0mW6zug3MPMJ5yFfhESvBSFITFJr6GhRBjRyd/7ZV6L40G29qItAXKsLbGycMOuEY7BbUT1cpKH7B/FWQYyd4F2J3va8A2BNMXBcUKFDSvOA5u21mQOI0wJ+PM0ZgGMdYVmOgzDME+x70rrc0185Vj0t7eNYEdeo9pPdk6xfK9ZBHCtvfUYDuKghpiDgzoMJEgKFjA9SYP2c+MI9bD5sLpC4u6mmCgwXXCNnd18hnY328LCCJ1ypT/ktgQyWQBUr4qX8ATleDFE2xkyyuYiAjaIKXNysBdTOu5q9I/QF9jSq6jYziwronzeYYwwkHWAKEXXLobBNOdoHRhXvGzo3fgfsfRCvhqXyd41x4KJSk0drTGYmpGuIKdCK6XAoHAyhm8WTIXVbkfK8ez3SrNHPaYQRk1ceqFKAlF6w22kBXyec8AtblOLfCWITAF35yAAQA2sdyCqdj2VLJ434K+2+2G4zjw9fWFP+cnpJWMAjE6Xjh5BhWDeRYaNaalW+8411ldIqbSiaHbAwyv16uADN9FsC6rmOa0k6HnRDM0sGG7S2/vMA+g1tuIxvrtBOZK8OYeKdlBjTJQRW3OtQeBp4JDVSiPccsCBPkK2Wz3CBYdToBt6R+VjaGHYQBRoCH9BRtN62cFHPeCr/gVjNgYocOF3zJFP8YImZTOOUHubQy0EQWR6h6gVHgU6VUR0JwzpshJlmBWU18SQMXe017Su1PXCNVCAKDMxLbM0wqJwHHLlj7mFlKYkNsjigNbklDoncuuACiA8/P5xO048MuPX0KrTHwiJjJ2v1GyteQ9ijnhuhuYVcnzt2XZjDe1B2wJNyxSzd2yKPViViG+TTjH3+o1AOQ5Kb/CDDFtodOfNQ1V8bB78iNFQFCvyfDbFLS45+Sdwljxc+O///t/88NkABXVBouUxpjAUYDD6R9CzHmkhkLzdxs1YFGpyIPixlYtnZqYG8Zx4BgDB4HiYJVabAxWtsqSQQZNBSRkYzZGNLQoI9N3FXFXJBUpd7IlJvzt2hJ5uAJfaERfQHaB1fSNvHbvEn33/N642YjWRwsjAGvJhIwxmIY4EjBbC3FspjNg35r0VtFP3Ctpf9d9xyIpkhPtrlnD0Q+qQKaiGvMqPjJpEOVxyNBcAr0rKP8EmC32T7AoTPokOKg1cgRdUDGxjAZ1KaqoTjC/FyzV94vFC2Y10hUVAWwfyD0qB0kklQGBQHS6ZUaBEiPJ7rqDB1kMmKr6ud7bs+5BShifcEpZqATq+phCipmlK/f1m/TjW3pWwGNnu2Jfx173pWBHJkDrW8U+CQ665boFW1vXVhbJZLTYs6wTTAiQanGiNIfrQAMVvi7OmULcPHfNIqr6FrTlPHWCxNak1eMJXRM5r37V3lYw2hodXQ/29MLCdZ7AM4KvflUlf+4XOrXW6vlBcCpWA8aiqlVi+/2e9c5kfxy6ljIVnvvjWohJmQ2YbaZNUmD6DXdvwZC0xsZC89on1RZlK1bkwcuCxlDJQDO5F8AUW7BsmSlajnMSAG9ndU426J6LNbwAmmPaCjlE9kRcyeC5n/j8fOL5fGWbHtD5Yla/TiAKV6S3V+Pk87xgs57PeFYbZ+oC8Tmtt+g1Oqlh8YXljdNC+Mwr1myuiw20wWzQfJuu0oB8lw5nBuF4yyAYyv6A++K6otm/7Ewwmi07B1xrAuDEq261pz3ImUiDG88onTQ7XAQBwzQ4z9btCD8ZABFwNCwPy70H7XG/9VUpzpG2A2gYxw3VKqcEXXd7hJazy//vujmuWa/U7m6fgyiqlOlO+Ei3GnsrbNlxHLjdb1l0BSBbBOneRWTpVx+sBOZ+DJszYI1nFeULlVpvlDIYW5wBwGNNuN2ykHQtjw4fXL+y94KS8f4apUUqJgQk61hpy1SUaz3qAaaHrVaxGQzoqILIdPhm4RNFRsCpqWz5HisrERdyX/TFCCNjjivDztjz7lvQjDTDUBNzx7d6ERFR8jkNGL///nsCQeSCMCL0ijqKiWz54WBqc+JC2JraNLlR08w4q1HD0RhZH+hF6GHKnnPZlV+simBN9ZhTxnIWyPDSAwgUOA+4XuYOLOJ73svPBRzj976lSPeoLdEoorlzpN8awWNcO5zwODo+7h/4+PiB+8cHK38bfvz4wC+//ob77REGonf0BM0HdR8D4IbrZm/3GCCZ92iqoiVYbzpoxvsfTHtGdJORrAUT2Vu0zwjD1Qkcw4G06GGSYCZ0hCvYB5To+7uB2r92OCNgKSeu8Wxm0oipEKFn9KdNLOCuQCYKUCua0riocPB02AKzfN97KilA06KDUVMWRqVm6nqQKajsB7bC2SlgUBi6730got3rCuC4omw9rtkikt/Hsu2pG3U1KFC5gW3tc9c+iPcPPksyuKj9v6iXyP3bIuhwOYFZrIz0cA2l98lzylOptH5Ufk5q8xYj2jJuGbgJ0AtIYqWEY+XzV+WibEGBsJVFB5Nso1qAtd5xsGADBorNQzh/XVfBKNucEO1P/r6faQBjLUz2ywwbsOkc2AdwtyHZBsqBGpMKrFlFXTqf1vS8ZA0IUuDIM/6XDAhqTbdTBs3dTZ01U2QJYBk0rTWj2wPfhyNsQ9lbZzVnjKAldoeBTknx1VpY9AvewkfAI3xrGwEx58RJLW/vIYU4zxONXSMCTGs/IbR2p+N8fcVkkd4x5wr2SZpoR92/x9lSOjqcW6A57csmkLS9J1XvR7DsCQw6AVgzNS8PDuZ2v/EMWAIl2RCxNqkV3+QPdZ5jL5e+3BkE81okFj4+PvB43DMwuig5KphS70ppTaV7Wyv7sD/rfqbcwQzUettHaSdMFpLPxw1qkth46Gpls8Voqmhi/8zvdQj7mmm9smUXSooUnQ86NK414HCMatRY4shGjvKXZCaXM6CJuKEIAYsdVoViloVTUfkebaKuFcVpKoqNdnQXqguAM4skyQ/9mW3Zig13iHFMGcRyNKaaTeDNHecVGbfhPBPN0q82BR4+mdCJvdvTH+xZPQM6MDk+VEWFE+sv67/jLO1E42ZwjyLb5sX4wixlHMvZLeN//s//eETdePsKpKzIDOV4TQdwYyjSpoSxmNKUQD8cRvU8JcS9oAaXQDmuSUMfonqxO5ZRzjVjGsfr+Yr2DJ/R++li9dnX84nn64nz9cT5emU7gkwne/2eh39jcLQB03m9RU/bUSDgdTCKF/NU2L2iPTE8BAmtUUxtYJp/NwK6ViPw25wvNlDPj5LRmy4OzdPAuungWW7+HDm1Rxu+qsUJ/YC5Is4IiyOOZYopaDlqmXgNXvK70Xr/HP0hIqIxBu4UYn9+PfHz5yfGaPj9t9/x62+/4vH4wHHccb8/8OPHR2oJ7/cb7vc7Ho8HHvcbbvcH+jjQG6tz58rDEimbHr0LqYVpw1J2UfKMMijJSCdgQqYGxQgD4cD2cZXxvmtUog5dFDOUkXSuV7MWLW5ogJtkBCjHoRYKDS1F3qOR1ZLzdH8z+DCldkr2Eb3wGBw6jSkZdfeLOiwn6Ism69U4vBhG9yjeemNXE0xvhnljt2u8lWXxWaRKtmCNdmzBMr3ieX+l3Z2cWR5MUGQn+thSixbnQyAz7o8yi02no3scasPFtkCWZ8M30O7IhLuE47kG0oyyUJA/s1BVoWLTm/XsGtE2Vl6Hw8n+7tKeHSQmEOB/qxVJAJFaV1WSJsuyysaFfWnvYJ6/V+WldJlsT7NQQbjeN21f9JazMIIoW2VEdsvP0ONdVa3a2Rh7WAsdfKuOCdd1Yea0JWNvOaaEv9nf5f6XgEMEQfyvqpk9z2u8/2DblB2pKTtyprVeSCCswpRyuLv/cNSYxpD9bOfAiQMa0NDzndKvJx5vLICb68LrOWN867ygFH8/RgTLTnCCevbe3sHaO/OnQJkBK0R8MKtEHfIONKs49iLoCR/RKVlLe0c2PTMddCO5B7bztpM9MU0pWtKEH4ybi3Y0/W3f643mOFTp8GSf+i7nccXv+SwJ/NrG6JGIuFjxvNzZhSOCz+Ipq3q8XrwRj273mAFWtfKDGEjfWP/MvBajd7HVjTW83V9ICBrgZOAVPzSgexUi9S5pXvxc4a4aRhF2+30/QOSdW8rsgOggEHpWVOEZz6cKn1tvGH/813+FA1QqFto4cRCtNaaqGfW9RTaWUZpZNLk9CdTCUCiFHD+gQfNLwh4YeisDmeN3litsiN0Oy/TFotZud64AsipPlUw1c3pjAXSoUlAPOhZ+9grH/QYYc8PGpn87nDTaWViyFy6gUlpv6dVVAnr/dmD1/aFrXKnnSQMjkMtN/3q9cJ4nXvzzRdA+mU6WR5YoXz2jXueJ84yJAGoD4DOo+XweOkOl0BZURMO1QgHHcDBa10otpXLCq8CoQJQG0odG6fl6wQy43+643W8YIyo72wgG1nOMWxUwBDt55B5rBmAC09g2B+90vpiDNAa1nTdHTgDNaNL5bzW9xtJQ7CmU2BMbOJQBiQQDNxuNnIbdw94kCfG51dVAvtogGYOhi6Vh77XayBVU6BmrHcUWaer7Lf5bfQNitvPA7bjhuIWcpGewURbSqD+W5owHl6DVsqWOwAtotKqS3lLOoHejX2gN8E3y0ATyaZPIirqFHuggcKw0kYzz/l4qbR4pqmh/o35psWV2ACtAsAFHp50bwfyXQzLskgDP7LvSZG1bOQaGnVmB1AZqy4W96xbnS87puxN9R1Dct5QqKO39dia99mWAmWpnVs8M2tYt9KUDRTeCF47+s5ZV0Cps2wGppsastXDNF47zxDVLDy9JksbcUr262RvZjgqmGUG8g2c6SoGCOJYqMqugRH7DCCpi7OjIc4EmOYnAH/3U1uNRRQ67ZKr2F1i7QF+gNllkEjtZceN6anyseggn4BVwpE+7zmsruBvsDNBgDhYxhGXSNCeB62Be2Ux8I0ZiGEDL86kzUmBnWzMvHWO0Z4sehJmxynGO9A1zwe199CWwEwjxTiYzEzmTfGmKS7zL96BdEc1WtChdslkCR2ygWWdXZ0eBfp21sCOTWYt1UeNPW985WlQnjh16E5S1LSOl4C4DtM3Hg/tawbIYXPXbxPb9WSzakH2w+duGR6Qvj33fQU13UxAiXQws6FsAAAMESURBVLLnHnbsum0PvSJtMZcwwX3aEtlJZpWbMB+kwS48Mv7+97+n4dbDXDOqKHe0PlQcA7AaGFkZ2Hlw3RcupdY21A/qapqMmNG5tYajlzg/l3wDU63R8O/Ov7x9OoSs+OM1Kpzeonbji9EbgCI/ObOOZs4tg3yOaDFxwde367mjWv1sFYpvqQDfvvedydCverZwnFG1PssRcTGVJtUhvKidUy+7a50JHHdAqukD0bzaca6JeQbIDI2HJ+tQ96s1cqanaJAIovWsccDo1JPV3YCjLRbelHBaKceI7iNNFT+j9+t0AkybAbC1HTZUekNpgLe2D8aDoydwRzEJG1PwZthY0HC+cL6i3c1MAO353Lv2Q+/1L39n2nkOa3WQo94pUiBhCIuVrmtUPzVARvGvbMLen+v9i0GM3hlZgTmvUCLSIC1+TldhEw2wUlDfgx5Q9K+Gua11Sla4P/jEXU1zQbbK2YaKTlNRZGv7Lzkje//1xuY6VxT5850OONZF5zmkFrs9gYpnxByr8l1nFLEmXD1abbbIYhEYDNSmboGHgsOEWwVezSXCz7+CrHMy3ZYCIEybJBQMSmNqF2kWO7Z/K+aK4Bpx3SZAoGtkJTZDIAIgczLJiRzj1ez98zzf1dZMfvMTde6250mGqTI52uNiR2JCzgYEveyqZBw1RcbzGfKz9HmNsiBj25U26OiuLUgPO5MMY4+WV+rRquBs8bzknzk2UlKU0fv7mgv8a48C1aLKDdZXtMsaR/aHbawZUEFpMe8Acu5T2dUcbCDwaeVr4lu2LJbeH0S+SGtHQNAMbURwmK3mnKCi7bKdWI/okyhZiLSPPd/Lzi7Hv+G9mGezVQJOArZA9aCscyvd96gzwlMQXTsjo4R87/Rr5m82Im06rzc6gypUMez0v/ohsJ3UIAjP1m2GwAS5t6vPdDzkSiIFAIu8WuKCN63g5m/0pQpuNKON2GQv8j2ZMYlV6M2yeDgzmzwfMfqYa792rBEnR3PJq/DTkRNmmjKWto1jRO7LPbD+v7NWDyq/0fdaAAAAAElFTkSuQmCC"
    }
   },
   "cell_type": "markdown",
   "id": "88a60f64",
   "metadata": {},
   "source": [
    "![image-2.png](attachment:image-2.png)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "2cc7a140",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-03-03T06:50:31.368090Z",
     "start_time": "2022-03-03T06:50:31.355098Z"
    }
   },
   "outputs": [],
   "source": [
    "# 先建立一个残差层\n",
    "class ResidualBlock(keras.layers.Layer):\n",
    "    def __init__(self, n_layers, n_neurons, **kwargs):\n",
    "        super().__init__(**kwargs)\n",
    "        self.hidden = [keras.layers.Dense(n_neurons, activation='elu',\n",
    "                                         kernel_initializer='he_normal') for _ in range(n_layers)]\n",
    "        # 建立含有n_layers个密集层的隐藏层\n",
    "        def call(self, inputs):\n",
    "            Z = inputs\n",
    "            for layer in self.hidden: # input在隐藏层循环一轮再输出\n",
    "                Z = layer(Z)\n",
    "            return inputs + Z # 返回原始输入值加上其通过隐藏层后的输出"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "350bd17d",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-03-03T06:50:54.045640Z",
     "start_time": "2022-03-03T06:50:54.026849Z"
    }
   },
   "outputs": [],
   "source": [
    "# 建立模型\n",
    "class ResidualRegressor(keras.Model): # 继承Model类\n",
    "    def __init__(self, output_dim, **kwargs):\n",
    "        super().__init__(**kwargs)\n",
    "        self.hidden1 = keras.layers.Dense(30, activation='elu', kernel_initializer='he_normal')\n",
    "        self.block1 = ResidualBlock(2, 30) # 第一个残差层，包括2个隐藏层，每层30个神经元\n",
    "        self.block2 = ResidualBlock(2, 30) # 第二个残差层\n",
    "        self.out = keras.layers.Dense(output_dim)\n",
    "    def call(self, inputs):\n",
    "        Z = self.hidden1(inputs)\n",
    "        for _ in range(1 + 3):\n",
    "            Z = self.block1(Z)\n",
    "        Z = self.block2(Z)\n",
    "        return self.out(Z)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "042b34a0",
   "metadata": {},
   "source": [
    "若要实现保存参数，则在ResidualBlock类和ResidualRegressor类中都实现get_config()方法"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "34e3e717",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-03-03T06:53:32.819256Z",
     "start_time": "2022-03-03T06:53:32.799258Z"
    }
   },
   "outputs": [],
   "source": [
    "keras.backend.clear_session()\n",
    "np.random.seed(42)\n",
    "tf.random.set_seed(42)\n",
    "\n",
    "model = ResidualRegressor(1)\n",
    "model.compile(loss=\"mse\", optimizer=\"nadam\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "e925a0cd",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-03-03T06:53:34.206582Z",
     "start_time": "2022-03-03T06:53:32.971024Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 1/5\n",
      "363/363 [==============================] - 0s 552us/step - loss: 1.8269\n",
      "Epoch 2/5\n",
      "363/363 [==============================] - 0s 535us/step - loss: 0.8722\n",
      "Epoch 3/5\n",
      "363/363 [==============================] - 0s 500us/step - loss: 0.6647\n",
      "Epoch 4/5\n",
      "363/363 [==============================] - 0s 539us/step - loss: 0.5604\n",
      "Epoch 5/5\n",
      "363/363 [==============================] - 0s 556us/step - loss: 0.4961\n"
     ]
    }
   ],
   "source": [
    "history = model.fit(X_train_scaled, y_train, epochs=5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "b69a5c91",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-03-03T06:55:32.951204Z",
     "start_time": "2022-03-03T06:55:32.783175Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "162/162 [==============================] - 0s 442us/step - loss: 0.4268\n"
     ]
    }
   ],
   "source": [
    "score = model.evaluate(X_test_scaled, y_test)\n",
    "y_pred = model.predict(X_new_scaled)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "abe7df7b",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-03-03T06:55:34.434284Z",
     "start_time": "2022-03-03T06:55:34.424285Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Model: \"residual_regressor\"\n",
      "_________________________________________________________________\n",
      " Layer (type)                Output Shape              Param #   \n",
      "=================================================================\n",
      " dense (Dense)               multiple                  270       \n",
      "                                                                 \n",
      " residual_block (ResidualBlo  multiple                 0         \n",
      " ck)                                                             \n",
      "                                                                 \n",
      " residual_block_1 (ResidualB  multiple                 0         \n",
      " lock)                                                           \n",
      "                                                                 \n",
      " dense_5 (Dense)             multiple                  31        \n",
      "                                                                 \n",
      "=================================================================\n",
      "Total params: 301\n",
      "Trainable params: 301\n",
      "Non-trainable params: 0\n",
      "_________________________________________________________________\n"
     ]
    }
   ],
   "source": [
    "model.summary()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5a0d94c0",
   "metadata": {},
   "source": [
    "也可以用顺序API构建"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "5e450bd4",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-03-03T06:58:13.061642Z",
     "start_time": "2022-03-03T06:58:11.731813Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 1/5\n",
      "363/363 [==============================] - 0s 465us/step - loss: 1.9896\n",
      "Epoch 2/5\n",
      "363/363 [==============================] - 0s 466us/step - loss: 0.6059\n",
      "Epoch 3/5\n",
      "363/363 [==============================] - 0s 476us/step - loss: 0.4861\n",
      "Epoch 4/5\n",
      "363/363 [==============================] - 0s 498us/step - loss: 0.4530\n",
      "Epoch 5/5\n",
      "363/363 [==============================] - 0s 499us/step - loss: 0.4405\n",
      "162/162 [==============================] - 0s 453us/step - loss: 0.4351\n"
     ]
    }
   ],
   "source": [
    "block1 = ResidualBlock(2, 30)\n",
    "model = keras.models.Sequential([ # 顺序API构建\n",
    "    keras.layers.Dense(30, activation=\"elu\", kernel_initializer=\"he_normal\"),\n",
    "    block1, block1, block1, block1,\n",
    "    ResidualBlock(2, 30),\n",
    "    keras.layers.Dense(1)\n",
    "])\n",
    "model.compile(loss=\"mse\", optimizer=\"nadam\")\n",
    "history = model.fit(X_train_scaled, y_train, epochs=5)\n",
    "score = model.evaluate(X_test_scaled, y_test)\n",
    "y_pred = model.predict(X_new_scaled)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fa37711e",
   "metadata": {},
   "source": [
    "## 基于模型内部的损失和指标"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "a9122381",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-03-03T07:05:34.643093Z",
     "start_time": "2022-03-03T07:05:34.637093Z"
    }
   },
   "outputs": [],
   "source": [
    "class ReconstructingRegressor(keras.Model):\n",
    "    def __init__(self, output_dim, **kwargs):\n",
    "        super().__init__(**kwargs)\n",
    "        self.hidden = [keras.layers.Dense(30, activation=\"selu\",\n",
    "                                          kernel_initializer=\"lecun_normal\")\n",
    "                       for _ in range(5)]\n",
    "        self.out = keras.layers.Dense(output_dim)\n",
    "        self.reconstruction_mean = keras.metrics.Mean(name=\"reconstruction_error\")\n",
    "\n",
    "    def build(self, batch_input_shape):\n",
    "        n_inputs = batch_input_shape[-1]\n",
    "        self.reconstruct = keras.layers.Dense(n_inputs)\n",
    "        # super().build(batch_input_shape) # 调用报错\n",
    "\n",
    "    def call(self, inputs, training=None):\n",
    "        Z = inputs\n",
    "        for layer in self.hidden:\n",
    "            Z = layer(Z)\n",
    "        reconstruction = self.reconstruct(Z)\n",
    "        recon_loss = tf.reduce_mean(tf.square(reconstruction - inputs))\n",
    "        self.add_loss(0.05 * recon_loss) # 将重建损失添加到模型的损失列表中，0.05是超参数\n",
    "        if training:\n",
    "            result = self.reconstruction_mean(recon_loss)\n",
    "            self.add_metric(result)\n",
    "        return self.out(Z)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "c9163cd3",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-03-03T07:02:47.418143Z",
     "start_time": "2022-03-03T07:02:46.366914Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 1/2\n",
      "363/363 [==============================] - 1s 605us/step - loss: 0.8391 - reconstruction_error: 0.9072\n",
      "Epoch 2/2\n",
      "363/363 [==============================] - 0s 617us/step - loss: 0.4274 - reconstruction_error: 0.3351\n"
     ]
    }
   ],
   "source": [
    "model = ReconstructingRegressor(1)\n",
    "model.compile(loss=\"mse\", optimizer=\"nadam\")\n",
    "history = model.fit(X_train_scaled, y_train, epochs=2)\n",
    "y_pred = model.predict(X_test_scaled)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b8e435d1",
   "metadata": {},
   "source": [
    "## 自动微分计算梯度"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "42537963",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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